{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recon Mol"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "from core.utils import misc, reconstruct, transforms\n",
    "from core.evaluation.utils import eval_atom_type, scoring_func, analyze, eval_bond_length\n",
    "\n",
    "sample_id = 0 # up to 100\n",
    "num_step_interval = 1\n",
    "num_steps = len(traj[0]['pos_traj'])\n",
    "\n",
    "molist = []\n",
    "sample_list = []\n",
    "theta_list = []\n",
    "\n",
    "for res in [traj[sample_id]]: # num_pockets\n",
    "    pred_pos_traj, pred_v_traj = res['pos_traj'], res['v_traj']\n",
    "    theta_pos_traj, theta_v_traj = res['theta_pos_traj'], res['theta_v_traj']\n",
    "\n",
    "    for k in range(0, num_steps, num_steps // num_step_interval):\n",
    "        pred_pos, pred_v = pred_pos_traj[k], pred_v_traj[k]\n",
    "        sample_list.append({'pos': pred_pos, 'type': pred_v})\n",
    "        pred_v = pred_v.argmax(dim=-1) # change stored v from pmf to index\n",
    "\n",
    "        theta_pos, theta_v = theta_pos_traj[k], theta_v_traj[k]\n",
    "        theta_list.append({'pos': theta_pos, 'type': theta_v})\n",
    "        pred_pos = pred_pos.numpy().astype(np.float64)\n",
    "        pred_v = pred_v.numpy().astype(np.int64)\n",
    "        pred_atom_type = transforms.get_atomic_number_from_index(pred_v, mode='add_aromatic')\n",
    "\n",
    "        try:\n",
    "            pred_aromatic = transforms.is_aromatic_from_index(pred_v, mode='add_aromatic')\n",
    "            mol = reconstruct.reconstruct_from_generated(pred_pos, pred_atom_type, pred_aromatic, sanitize=False)\n",
    "            molist.append(mol)\n",
    "\n",
    "\n",
    "        except Exception as e:\n",
    "            print(e)\n",
    "            continue\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize gradient direction (cos sim)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## For backward correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'vanilla_back_130': ['20240922-090645', '20240921-220944', '20240921-233727', '20240921-222552', '20240922-035648', '20240921-220550', '20240921-222943', '20240921-231843', '20240922-012330'], 'vanilla_back_50': ['20240922-133848'], 'vanilla_back_100': ['20240922-133808'], 'vanilla': ['20240922-133719'], 'end_back_pmf': ['20240922-133138']}\n",
      "dict_keys(['vanilla', 'vanilla_back_50', 'vanilla_back_100', 'vanilla_back_130', 'end_back_pmf'])\n"
     ]
    }
   ],
   "source": [
    "# plot an overall comparison\n",
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "import os\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "from core.config.config import Config\n",
    "\n",
    "def cosine_similarity(a, b):\n",
    "    a = a.flatten()\n",
    "    b = b.flatten()\n",
    "    return np.dot(a, b) / (np.linalg.norm(a) * np.linalg.norm(b) + 1e-8)\n",
    "\n",
    "\n",
    "result_dir = '../../logs/qiukeyue_bfn_molopt/correction/traj/test_outputs'\n",
    "timestamps = os.listdir(result_dir)\n",
    "strategy2timestamps = {}\n",
    "\n",
    "exp2label = {\n",
    "    'vanilla': 'B.C. steps = 1',\n",
    "    'vanilla_back_50': 'B.C. steps = 50',\n",
    "    'vanilla_back_100': 'B.C. steps = 100',\n",
    "    'vanilla_back_130': 'B.C. steps = 130',\n",
    "    'end_back_pmf': 'B.C. steps = 200'\n",
    "}\n",
    "\n",
    "for t in timestamps:\n",
    "    config = os.path.join(result_dir, t, 'config.yaml')\n",
    "    if not os.path.exists(config): continue\n",
    "    config = Config(config)\n",
    "    cfg = config.evaluation\n",
    "    if not hasattr(cfg, 'save_traj') or not hasattr(cfg, 'objective') or not hasattr(cfg, 'pos_grad_weight') or not hasattr(cfg, 'type_grad_weight'): continue\n",
    "    if not cfg.save_traj: continue\n",
    "    if cfg.objective != 'vina_sa': continue\n",
    "    if cfg.pos_grad_weight != 50 or cfg.type_grad_weight != 50: continue\n",
    "    if cfg.sample_num_atoms != 'prior': continue\n",
    "    strategy = config.dynamics.sampling_strategy\n",
    "    if strategy not in exp2label.keys(): continue\n",
    "    strategy2timestamps.setdefault(strategy, []).append(t)\n",
    "\n",
    "print(strategy2timestamps)\n",
    "\n",
    "exp2sim = {}\n",
    "for exp in ['vanilla', 'vanilla_back_50', 'vanilla_back_100', 'vanilla_back_130', 'end_back_pmf']:\n",
    "    timestamp = strategy2timestamps[exp][0]\n",
    "    traj = torch.load(os.path.join(result_dir, timestamp, 'traj_outputs.pt'), map_location='cpu')\n",
    "\n",
    "    vina_list = []\n",
    "    sa_list = []\n",
    "    vina_pos_grad_list = []\n",
    "    vina_type_grad_list = []\n",
    "    sa_pos_grad_list = []\n",
    "    sa_type_grad_list = []\n",
    "\n",
    "    vina_pos_grad_sim_list = []\n",
    "    vina_type_grad_sim_list = []\n",
    "    sa_pos_grad_sim_list = []\n",
    "    sa_type_grad_sim_list = []\n",
    "    for id, res in enumerate(traj): # num_pockets\n",
    "        vina_traj, sa_traj = res['vina'], res['sa']\n",
    "        vina_pos_grad_traj, vina_type_grad_traj = res['vina_pos_grad'], res['vina_type_grad']\n",
    "        # grad_traj: n_steps, n_atoms, 3\n",
    "        sa_pos_grad_traj, sa_type_grad_traj = res['sa_pos_grad'], res['sa_type_grad']\n",
    "        vina_list.append(np.array(vina_traj))\n",
    "        sa_list.append(np.array(sa_traj))\n",
    "        vina_pos_grad_list.append(vina_pos_grad_traj)\n",
    "        vina_type_grad_list.append(vina_type_grad_traj)\n",
    "        sa_pos_grad_list.append(sa_pos_grad_traj)\n",
    "        sa_type_grad_list.append(sa_type_grad_traj)\n",
    "\n",
    "        vina_pos_grad_sim_traj = [cosine_similarity(vina_pos_grad_traj[i], vina_pos_grad_traj[i+1]) for i in range(len(vina_pos_grad_traj) - 1)]\n",
    "        vina_type_grad_sim_traj = [cosine_similarity(vina_type_grad_traj[i], vina_type_grad_traj[i+1]) for i in range(len(vina_type_grad_traj) - 1)]\n",
    "        sa_pos_grad_sim_traj = [cosine_similarity(sa_pos_grad_traj[i], sa_pos_grad_traj[i+1]) for i in range(len(sa_pos_grad_traj) - 1)]\n",
    "        sa_type_grad_sim_traj = [cosine_similarity(sa_type_grad_traj[i], sa_type_grad_traj[i+1]) for i in range(len(sa_type_grad_traj) - 1)]\n",
    "        vina_pos_grad_sim_list.append(np.array(vina_pos_grad_sim_traj))\n",
    "        vina_type_grad_sim_list.append(np.array(vina_type_grad_sim_traj))\n",
    "        sa_pos_grad_sim_list.append(np.array(sa_pos_grad_sim_traj))\n",
    "        sa_type_grad_sim_list.append(np.array(sa_type_grad_sim_traj))\n",
    "        \n",
    "\n",
    "    vina_list = np.array(vina_list)\n",
    "    sa_list = np.array(sa_list)\n",
    "    # vina_pos_grad_list = np.array(vina_pos_grad_list)\n",
    "    # vina_type_grad_list = np.array(vina_type_grad_list)\n",
    "    # sa_pos_grad_list = np.array(sa_pos_grad_list)\n",
    "    # sa_type_grad_list = np.array(sa_type_grad_list)\n",
    "    vina_pos_grad_sim_list = np.array(vina_pos_grad_sim_list)\n",
    "    vina_type_grad_sim_list = np.array(vina_type_grad_sim_list)\n",
    "    sa_pos_grad_sim_list = np.array(sa_pos_grad_sim_list)\n",
    "    sa_type_grad_sim_list = np.array(sa_type_grad_sim_list)\n",
    "\n",
    "    # print(vina_list.shape, sa_list.shape)\n",
    "    # print(len(vina_pos_grad_list), len(vina_pos_grad_list[0]), len(vina_pos_grad_list[0][0]), len(vina_pos_grad_list[0][0][0]))\n",
    "    # pos_grad: n_pockets, n_steps, n_atoms, 3\n",
    "    # type_grad: n_pockets, n_steps, n_atoms, n_atom_types\n",
    "\n",
    "    exp2sim[exp] = {\n",
    "        'vina_pos_grad_sim_list': vina_pos_grad_sim_list,\n",
    "        'vina_type_grad_sim_list': vina_type_grad_sim_list,\n",
    "        'sa_pos_grad_sim_list': sa_pos_grad_sim_list,\n",
    "        'sa_type_grad_sim_list': sa_type_grad_sim_list\n",
    "    }\n",
    "\n",
    "print(exp2sim.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ot+d+7733MAyDL3zhC2iaVvhnW0TK8uXL97qfNjbbc6jZnt0hiiIXXHABzz77bCGlapvo3Re/+MVRbceMGUNjY2Phc3FxMYcffjirVq0CrIpBqVSK0047bdQzO3PmTHw+n/3M2hxQJkyYwLPPPsv999/PVVddRUVFBY8++ijnnnsu77zzzqi2Tz/9NNXV1QVtmuOPPx6/37/HEOxt73lBEPbYn23v6NNPP33U8dNPP51cLldIu9qb+cA2xo4du4Mw36pVqzj22GNHaVUce+yxuN3uPfYR2CE6ZOLEiWSz2VERGU8//TTnnnsuc+bMYcqUKRx99NGYpklra+tuz53NZlm2bBmnnnoqpmkWbIbL5WL27NmsWLFir/poY3Mwsz9sz5644IILiMfjvPbaawAMDg7y1ltvccEFF+zQ9pPrglNOOYXe3t5ChNM777zDsccei9PpLDyzpmly9NFH2+/5/YTtqNgPLF26lJ6eHk444QTi8TjxeBy3283s2bN57rnn9mmYcCAQGPV52wv7HykH6na7Oeuss3jssccAeOWVV4jFYoV89l1RWVnJ8PDwXl1zV/lspaWlhdzQbVoSZWVlo9o4HA6Kiop20Jr45PkGBwcBKCkp2W27XSFJEj6fb9QxRVFGjW9bvv1VV13FAw88wGOPPVZQL97TfQiHw4DlDJk6dWrhn6OOOgpgp1oaNjZ7w6Fme/bEeeedRyqV4uWXXwastI8vfOELO1T6+aStAMteDAwMAB8/sxdddNGoZ3bq1Kkkk0n7mbU54MiyzPz58/n2t7/NX//6Vx599FEcDgd33HFHoU1XVxcrVqzghBNOIJFIEI/HyeVyLFq0iDfffJNEIrHL829zJmzvsN8V297ln3znbvu87fu9mQ988rfbMzg4uIPQryAIey3+uysbts2x+eqrr3LTTTcxefJkfvnLX/Loo4/y2GOPIUnSHu1cLBZD13XuuOOOHWzGm2++yfDw8F710cbmYOfTtj17oqqqioULFxbmD0888QSKouyw2Qm7Xhdse9dHIpFCmvb2/zz00EP2e34/YVf92A9s27m8/fbbuf3223f4/v333+foo4/e393aKy666CIeeughli5dyl//+leOOuoo6urqdvubo446iscee4x33nlnlJjWzggGg4VJ//aEw2GCwSBAQZDzk5EJmqYRjUZ3EOz85A7PNgdHOBweVRVgT5EOe0sul+Ott97iG9/4Bpdeemnh+M5EvHbGtv4/+OCDO9352X53ycbm7+FQsz17oqysjOOPP55HH32UyspKWltb+fGPf7xDu53ZpKGhoYIt2fbM3nnnnTstg/aPVkWxsfm0mDZtGscccwxvv/124dgzzzyDaZo8+OCDPPjggzv85qWXXtqlJsz06dPx+Xy89dZbe9SN2fYuHxoaGvU+2/acbft+b+YD29hZJEdZWdkOehSmae61RsWeeOmllxg7duwomzE4OFgQzd4dfr8fURS58sord7pg2lYS2sbm88a+tj17w0UXXcRXv/pVOjs7eeyxxzj99NN32HCEXa8Ltn/XH3nkkVx55ZU7/HZvosls/nlsR8WnTC6X4+WXX+aYY47ZQa3eMAyuu+46nnnmmQO6WPhkdMD2TJw4kTlz5nDXXXexbNky7rzzzj2e7+STT6auro477riDww8/fIddiuHhYVpbW5kzZw6HHXYYDz/8MIODgwXDkE6neeONNzjmmGMAK8SzpKSEF198kTPPPLNwnldeeQVN00aVU9wZTU1NuFwuXn31VWbPnl04vq128z9LPp9H13VkWS4c+2RlBdhxd2YbRx99NKIoMjAwwBlnnLFP+mRjcyjanr3hoosu4qqrruKuu+5i/PjxoyoQbaOtrY3NmzcX0lcikQhLly7l8ssvB2DOnDl4PB66urp2CGe3sTnQbP8+3YZhGHR0dIyKRHjmmWdobGwsiE5vz3e+8x2eeeaZXS4WnE4nl156Kf/zP//D22+/PSo9chtvvPEGxx9/fOEd/eKLL46a8D///PM4nc6CkO3ezAd2x8yZM1m8eDH5fL7wvl28eDGZTGaPv90bstnsqPc8sNMUOkVRSKfTo455PB7mzp3Lpk2bbJFsm88t+8P27A0LFy6kqqqKW265hY6OjlHRHNvzyXXByy+/PKp88fz581m/fj1NTU17Xf7YZt9iOyo+Zd544w0SiQQXX3wx8+bN2+H7k08+mZdffnmvK1B8GowbN46//vWvPPHEE0yYMAGfz8e4ceMK31900UXcdNNNhEIhTjzxxD2eT1EU7r77bq6++mrOPvtsrrjiCiZNmoSqqqxYsYKHH36Ya6+9ljlz5nDllVcWUiauvfZaFEXhf//3f8lms3z1q18FrNSLr3/96/zgBz/gP//zPznllFNob2/nzjvv5IgjjthjdZFgMMgll1zCAw88gMfjYdasWbz55pusXr36n7txI/j9fmbOnMn9999PaWkpPp+Pv/zlLztMjkpLSykqKuK5555j7NixOJ1Oxo4dS0NDA1dddRXf+9732Lx5M3PnzkWSJLq7u1m8eDHf/e53C/oCNjZ7y6Foe/aGo446ivr6epYuXcp3vvOdnbYpKyvj61//OjfccANOp5P77rsPSZIKiyyfz8d//Md/8JOf/ITBwUGOOeYYXC4Xvb29/O1vf+OSSy7ZbS14G5tPkzPPPJNFixaxcOFCKioqiEQiPPbYY2zcuLGwMFizZg2tra3ccsstO7UPZ599Nvfddx89PT1UV1fv9Dpf//rXWb9+Pddddx0XXHABCxcuxOv10tbWxuOPP042m+X444+nqamJL3zhC9xxxx3k83mmTp3KO++8wyOPPMK1115b2MzYm/nA7rjmmms477zzuPbaa7nssssYHBzkV7/61Q7RGP8o8+fP5/vf/z6/+MUvOOaYY1ixYgVPPfXUDro548aN49FHH+XVV1+lsrKSUChEbW0t3/72t7nsssu45pprOPvssykpKWFoaIiVK1fS0NAwKiLTxuazyP6yPXtCFEXOP/987rrrLpqampgxY8ZO27344ouFdcHixYt56aWXuO222wp6WzfccANf+tKXuPzyy7n44osLqe3r1q1DFEW+8Y1v/EP9s9l7bEfFp8zTTz9NcXHxLkt4nXvuuTz11FO8/vrr1NbW7ufeWXzpS19ixYoV/PjHPyaZTHLEEUeMCsU64YQTEEWRc845Z689ilOmTOGpp57id7/7HQ899BC9vb3IskxTUxNf+9rXuPDCCwFLz+LPf/4zP/vZz/jud7+LaZrMmDGDBx98cJSY3cUXX4yiKPzhD3/gqaeeIhgMctZZZ/HNb35zr8KvbrzxRgzD4MEHH+T+++9nwYIFfP/739+ryc/ecMcdd3DrrbfyX//1X3i9Xs466yxOO+20UTsnoihy2223ceedd3L55Zej6zp/+tOfmDdvHt/61rcYO3YsDz/8MH/4wx+QZZmamhoWLFiwQ2qLjc3ecKjanj0hCAInnngif/rTnzjrrLN22mbChAmcd9553HXXXfT09DBp0iR+//vfj0rpuOSSS6isrOT+++/n8ccfByx7dvTRRx+w+2ljA9bkevHixfzsZz8jHA6jKApNTU384he/KEQlPvPMM8iyPCpKcXvOOecc7rvvPp599tkdIrK2Icsyv/nNb3j88cd54okneOqpp8jn81RVVbFgwQL+5V/+pdD2Zz/7GXfddRcPPfQQkUiE6upqbr755lERFns7H9gVkyZN4t577+XnP/85X//61wtpGj/84Q//jru3ay644AK6u7t56qmneOihh5g7dy6//e1vdxDj/dd//Ve2bt3KTTfdRDqd5pxzzuGnP/1poWTpvffey/e//33S6TRlZWXMnDlzl38HG5vPEvvL9uwNJ598MnfddddORTS38fOf/5z77ruP3/3ud/j9fr75zW8W1icANTU1PPbYY9x9993cfvvtxGIxiouLmTp1Kpdccsk/3DebvUcw/54SDTaHJC+88AI33ngjL7zwAuPHjz/Q3bGxsTlE+LRsz+mnn05TU9NO00kuu+wyJEnigQce2GfXs7GxsbGxsdl//O53v+Pee+9lyZIlO6SgP/HEE3znO9/hrbfeKqR52Byc2BEVNrukq6uLzs5O7rrrLhYtWmQ7KWxsbPYLn4btyefzbNiwgTfffJMtW7bwk5/8ZB/01MbGxsbGxuZgoaWlhfb2du6//37OPffcHZwUNp8tbEeFzS659957efbZZ5k2bdoBzWO3sbE5tPg0bM/AwADnn38+RUVFfOtb39plzqqNjY2NjY3NZ5Nbb72VlStXcuSRR3LjjTce6O7Y/JPYqR82NjY2NjY2NjY2NjY2NjYHDeKB7oCNjY2NjY2NjY2NjY2NjY3NNmxHhY2NjY2NjY2NjY2NjY2NzUHD506jYtWqVTidzj22y+Vye9XuYOfzMI7Pwxjg0BpHLpdj1qxZ+6dD+wDbLnw2+TyM4/MwBrDtwqHyN/ws8HkYx+dhDGDbhUPlb/hZ4PMwjs/DGGDf2oXPnaPC6XQyefLkPbZrbm7eq3YHO5+HcXwexgCH1jiam5v3U2/2DbZd+GzyeRjH52EMYNuFQ+Vv+Fng8zCOz8MYwLYLh8rf8LPA52Ecn4cxwL61C3bqh42NjY2NjY2NjY2NjY2NzUGD7aiwsbGxsbGxsbGxsbGxsbE5aLAdFTY2NjY2NjY2NjY2NjY2NgcNtqPCxsbGxsbGxsbGxsbGxsbmoMF2VNjY2NjY2NjY2NjY2NjY2Bw07DdHxfPPP8/FF1/MnDlzmDJlyh7bv/3225x++unMmDGDM844g3feeWc/9NLGxmZ/YtsFGxubT2LbBRsbm09i2wUbm0OP/eaoCAQCXHzxxdxyyy17bNvZ2cn111/PV77yFZYtW8ZXvvIVvv71r9PV1bUfempjY7O/sO2CjY3NJ7Htgo2NzSex7YKNzaHHfnNULFiwgDPOOIO6uro9tn3yySeZOnUqZ511Foqi8MUvfpEpU6bw1FNPffodtbGx2W/YdsHGxuaT2HbBxsbmk9h2wcbm0OOg1KjYsGEDU6dOHXVsypQpbNiw4QD1yMbG5kBj2wUbG5tPYtsFGxubT2LbBRubzweOA92BnZFKpfD7/aOOBQIBtmzZssff5nI5mpub99gum83uVbuDnc/DOD4PY4ADOw7TNMloJqZhEssZ9CdVij0OUnmDtGrglUXe7UjRHsszkNSQRYGGkEKpR6LE42BxS5K2aJ7jxvr4l5m+g/LvYduFvccex8HDZ2EMsazOQEpjQrGCIAiAZVNW9WXZPJRlVpWbeh8H5Thsu7D32OM4eDiYx6DqJu3DOYazOrGsQWc8TyxjcP60IENpneU9aQCmlLuYVSYdlOOw7cLeY4/j4OFgHkNWM9g4mMXlEClyS7yyOUHLcJ6TJ/gp8zp4ryNFTjeZ3+BhjF/YZ+M4KB0VXq+XRCIx6lg8Hsfn8+3xt06nk8mTJ++xXXNz8161O9j5PIzj8zAG2PM40nmNj7pjHD6mmLxusLxtmD+828bkKj9HjStFFGBF+zBORULVDEIehfZIirahFJGUSsDtoHUoRXs4TdAtoxsmTlkkkdHQDJOMqu+2f5IoUOF3Uux1k9MMPuzOksppGCaU+hRm1IVICxKCvOdn6EAYUtsu7D32OA4e9scYMnmdd7YMohsmJ02pJJXX6ItmmFjhZ+tgkmdX99IXz1LklumJZQgn85R4FcaVeVnXk+CtTQOoukmZz4nP5cDvdJDTDDb2W89bsTfF/WdV23bhM449joOHfTUG0zR5vyXMpv4k58+tpWs4zQPvtTOnvohjm8oYTqks3jRIU4WP2pCHR5Z20BnJUOSRuXr+WJZsHmJdb5yLD6/HrUjc/cZm3t40RDKnFa4hCCAJAi9vSRQ+Y0KpL8Nvvmjbhc869jgOHg6GMZimSUckzWPLuzh3dg3L24fpjmZ44N1OhtNqoZ0AeJwS73emPz4mwCtbU/zxnJp9ZhcOSkfFpEmT+OCDD0Yda25u5qijjjpAPbKx2TtWd0a57bn1JLMak6r8/Ofpk3lnS5hfvbmF4VSecCpPkUcmllYRBHA6JF5d38/dr+/ay1/sVfAqEul+nVKfk6PGlZDOa4iCQF43mFDmQBAEir0KToeI0yFSFnASz2g4HSKKQyScyHP0+BKm1gQwTPAoEoYJA/Eszb1xJlT4GFviI5FVGe5t23837O/Atgs2n0c6I2n+78MOGkq8HD2hhGha5Y/vtjG3IcTWwSTjyny81xImm9fJ6wYOUWBmbZB4VuP9lggZVWM4pRJO5QEIumVSOct5WeJVCsddskhWNQh5ZPwuB2u6Yjy7phevU2L+hFJqitxs6EuQ1w0SGY2MqnPJvHqObSpDcYiQGzyQt2mX2HbB5rOGrht71S6r6oiCYD1/wNruKE+u7OaUKZVs6ItT7FF4c+MgT6zsBuD15n7W9cQJp/I8/EHHDudziAK6YVLkkRlOqzy7updETkMQ4JlVPYQ8CsPpPHMaQkyvDlLmV/A5HYQ8ThwSvLK+n5BXYU5diJBHwcRATPXvuxuzD7Htgs2hTjqv8dTKbo5vKschCaztjvPEii6uP34CIa9CNJ2n2Ouk2KswEM8Rz6q8uXGAR5Z2ouqWs+KP77YRz1pOy8lVfi6d14BqGAwmchzeEGJWfYjFmwbpCKc4akIpAadEMqtjCsP7bBz7zVGh6zqapqGqljcml8sBoCgfh5pu4+yzz+b+++/nueee45RTTuHll19m3bp13H777furuzY2ozBNE6Dw/6phmAxn8rQMJJlY4efhDzt4cmkXg5lOTBOqgi6eWd3DBy0R+uNZKoMuKoMujhxfQvtQiqPGlaAZJufMrsbndLCyI0pOM5hU6cfExKs4CKfyhLwyLoeEzyVjGuCURcr9ThBAFATSOQ2HKOJSJCRBIJFTcYgCRR4FURAwMZEEgY5ImlK/k4BLHjWuMr+TKdWBwriCHplE/+jn8dPEtgs2n0d03UCSRktAtYdTvPRRH6s6o0ypCtAdzbC+N05nJF3YpRAEUCSRnGbw6PKP1el9TgmP4kCWBBJZjdeaBwAYW+rF53TgCkpccmQ9hmHyYeswZX4Fr9PB5oEkx08qZ/7EUir9TrK6QdBt2ZS8btARTuN1SlQVuakv9qDqJqpuoBsm4WSOMr+TMr8LgObm8H66e7ZdsPl8ouoGtz6zjqdWdvPNo0uoGZOnuddyDhZ7ZN5vjXBsUxkhj5NHl3XyuyUtnDunlr5YhoBb5tFlXeQ0gz+804a53XlPnFyOppss3jSIz+ngP0+fRE412TqYRHGITK8N0twTZ+tginPmVFPhd/Hcml5e+qiPaxeNZ2K5j7ve2Ex7OM2NJ05kYWMZDSVe3LIEgOIQkUSBI8eXklV1vIoDt2J919y8/xyYtl2wsYF4VkWRRFyyRE7TSeV0HJKA3+lgOJVHkSXSOY3vPLmW15sHuOmUJuqL3fzguWYGEzlSOY2N/UliGZUfnjWFoFth8aZBSn0KD77XwWDSeq6qgi56Y1m+fHgdU6oD1IbcjC/zUR5wsWUgSalXobLITVOln1hGxemQcCsSpmmyYUNsn413vzkqnn76ab7zne8UPs+YMQOA119/nRUrVnDrrbeycuVKAOrr67nnnnu4/fbbueWWW6irq+Pee++ltrZ2f3XX5hDGNE16Y1n+78MO2sNp4lmV5t44JT4nLodIZdBFRyRDPKvSHk5TF3LTOZwh5JLI6XDTKU0cO6mMJ1Z08+D77XxhWiXnzK6hLOCkMuCiK5rB6RBJZXUaSjxUFbk5ZkIZ6byG0yEVdk90w0QARHE3jgOfc9THoEfeabNxZbsOd/zkC35/YtsFm88y0XSej3riTKr0o+kmm/oTvLt1iD+9186VR4+hL5ZlMBJl/GaDB95tA8DpEHnxoz4kUaCh2EPIo/D14yYgCLC8fZjWoTTnzK4mkdMYW+qlZzjDtJog5QEnmgHJjEpbJI1Xlgh4ZNyyhMfpoDLgpNTnpDeWJZnTKPU5GR6JpqguchcWFtszvsyHJAq45B2/qwi4PtV7tztsu2DzWcQ0zVHv01ROI53XaO5NYJgmv/9bG29vGkRxiNzzfpj7lr5FOJUvhFCncjrPre5FM0w+6o4hCPDbt1sK55tWHeCEyRWsaB/mhMnlJLNW5NTMuiCTKgMs2TxEXciDIMDUmgBDyRyRpEp5wMmpUytZ0xUl4JaZWh1kRm0Rp02vwERgbn0xFX4nXdEMlUUuptUEkaUdtfZ9Tgc+54ELxLbtgs2hQiqn0R3NUO53UuRRAOiPZXE7JdZ2RqkIuvA7ZTb2xzFMy/b4XTJLWyNMrg6wqjPK6yMbGq+s72c4lWc4lafUp/DGxkFKvArJnMbStihDyRyvrP84Murrx49HFkWm1wTZ2J9gUqWfKVUBPE4H/pHNzmk1wUJ7QRAKfdz2eV+y3yzOueeey7nnnrvT72pra/niF7846tjChQtZuHDh/uiazSGOsZ2+w5quGL95awvL26MkcxoeRUIUBCZV+olnVCKpPCs7o9QUuclqBjNqgqzpjvEvR4+hwZWmuqaOsaVexpb6uOGEiRwxthjdMJldFyo4Ecr8LkQBTPNjJ4QkCgUDsA1pdw6Kzwm2XbD5LGEYJq9vGOB3S1rQdYM13TFU3UqxGE7nMUa2OV2yyH2LtyJLAoZhsqQ9xWENIc6aWU1dsZu+eJZirxOXLCEKMKHMR8incPbsWloGk1QGXbhla3dCM8zC7glYE5L6Ei+GaeJ3WROH7W1FdZG78N/FXoXd4T2Ai47dYdsFm88KhmGyZTCBzykXdjr9Lgeb+xP84pVNDCXzdEQ+zuE+f24tdSE39765hRkVAc6bU8twOk/rUIpSn8Ir6/upCXk4e3YNh48JsaIjyrwxxfQnssysLUISBWbUBRGwUkfzmsHECh9VRW6m1ViRWlOqAvhdMn6XzNjSj/s6p6EYp8OyJYok4nQ4KPYpBD0yU2uDJPI6ZT7nTp0UBwO2XbD5PGEYJtvW9EtbIwQ8Mv0JlfDmQX743HriWY1bTpvMuDIvmCbrehKEkznufG0TPztvBqU+JwICy9oiHD2+hD9/0MGTK7v5z9Mm8+B77dQVexhf6mXxpkG8Tolbz5hCXyLLg++3873TJ/OHd9t4bk0PqbzOSZMrOHVaJQAlPivlqyLgwjAh4FaoCLp3M5JPl4NzlmJj8ymSyeuIIgyn8vz85Y182BqhP56jrthNy1AKr+Jgek2QM2dWUl3kARNLNWbkX3ndQJZEnA6JTF4jllEJuGU8mQGmji/B5bAWFLIkMqUqgOwQR6VcbFtUHMBABhsbm92QVXXufXMLb20c5N8WjON/3t5KIquR03QG4jkCbhnFIXLSlAqKPQpru2McP6mcmpD1Mh9b6mVlxzBHji1h3dZ2evMuTphSwYQyS9BOMwxMwKc4RkVMOR0SIU9otzsSgiAUrmNjY7P/aRtKkcxpBFwOlmwa4qnV3Zw2vYr3WsKcPLmCjf0JNvUnWdMVY0yJl39bMA6vIhHyKDSUuJk3rpRKKUlldR3GSBKHQxTJaTrnz62lzO8imlYJeGTqSzw4JYlSvxPZITK7voihRB63LFLsc6LpBo4Rx0JTZYDaYg+enURIgaVfsw1RFJhSHSg4QINumeoi1wGNpLKxOVTIqjpLNg0ybWSz86sPLuemU5swk1nWb+5k80ASgFfW93HR4fU8v6aXv3zYQWOFH1U3WdUZ5cTJ5fxq8Vbeb4nw+7+1MpKhzs9f2YiqG/zHyU0EPTLlASdnzqhGlkQmVweYW2/NMS46vI47X90MwIWH11Hqc2KYJppuMKvOcor2xayojgOJ7aiw+VyjG1bOdV8si26YaIbBna9s4uSpFdzx6ib64zmmVQeYVBWgZdBSzT55ciWSJBB0O5hSHcQwTRyiiCiAZpik8zq6YdLcG6e22E0wa4nT6RHHDhoQJb4D+4Db2NjsnG1aDC5ZwjAM1vcmKPHKRFIqP3lxA+9sGQLgm4+uQhQEZtYVIUsCxzeVM7+xdGQxIFBf4qEnmkHTDcoDLhIZjeoiF7PqitANkxLDB4FqQh6ZCRXbyuXtfCEBBzYVy8bGZteousHbGwe487XNiILAMRNK+OO77WRUnTVdMXKawXtbwyRGxOeOayrj+uMnEsuoiKI1HxlX5sOtSIwrdlJa4sHrdCCJAkPJHEVumZahFOFUnsqgi3FlXlTdxCEKZFUdxWFtkGzvqHRsF/0gicIOc5Dd8clw7anVwUMiktPG5kCSzGnc98Zmfv1WC3deMJN3t4Yxgbte30xONXArEjNqi3A5RBZvGGRGTRGPr+jChEIlrteaB3h0eRfpvM5ZM6tpDadY3xNnWnWAj3rinD2rhuoiF/UlXjyKRJFHYSiVY3qFpVfjkAROnVZFVZGbYo8luh3LqOQ0nbGl3oJdaSjx7hDtvb+xHRU2nwtU3UDAemkPJrLIksj63jgbeuPkNIN3t4ZRJJGBRI613TFe3zCAJAp85wuTmFBu6Tds80ZWBFwUe2VCXgWnY/SCwiFR2IFwKyEUSRxxZAhsjuzPEdvY2Pw9qLqBYZqYJrQMpfjpC834nA5MoC+eZWVHlDK/k8GEJSR1ybx6tgwk+aA1wunTKzj/sDq2zeHHlHgp8TkRBQG3IhV2IX1ORyGcc5vDITckMaG+CMl2QNjYHLTE0ipZVSM9IhZZ/onIAsMwuef1zfzp/XZMEwzTZG13jKqgi+mhIB+2RQi4HMSzGg3FHrqiGeZPLCWnGUwo91EbcqPqJrJk2QGvIjKm1Fs4/7Y0LZ/LgWl+nJa1LTtrZzoy+xrbSWFj8+nSOpRkS3+Cvy63HA+rOqO8uzVcqMrlkQXSeZ1ZtUVMrPCxqivKj19opsgjUx5w0RlJI4kC3dEMNUVu/m1+LcdNKkcULAdIdzTNGxsGueSIOpJ5naqgi8F4llhGxa84KPEqlPqdBF2yZWuwgsZFQeCwMSFWdg6PcmB+0g4eCGxHhc1nlm3CVVsHkvz3a5u4/KgGNvYm+PVbW5lZV8RLH/UVlLG9TglVM8nrBmNKPLSH01x//ASmVAeYVhMsKO3LkoBH2bvH4kCKStnY2OyZcDKHAKRVnTte3kRZwEnXcJo1XTF6Y1lM00SWRHTD5KTJFfTFs5wytZLJlX7GlHrxOSV++Fwzp8+o5pgJpbvM3d7eFuxM/PZgzfm2sTkU6Y9lyWk6tSEPoijQHUnz8NIOhlN5Giv81JV48A6lcIgClUEXNUVu/m9pB3e/sYXKgItbTpsMmDyzuodL5jWQzmmEPDIXHl7P8vZhFjVaDgrDhFl1RQUhW8WxZ0fA3s4/bGxsDj62F9TtjWZI53VCXgVZskoDtw2lWN4RZSiZRxQsXbzuaIbz59Zy5Lhiunt6eLk1z2Fjipg3rhSPU6IrkuGIscW8sLaXP77XzkmTy3l5fT9fP24C02qChWv6nJaD9cLD69BMKA9YOljlARfd0QwTK/wIgsCEch+SICCKVqWQRFYj5JXxOh3Mqbc2YP9RDMNEzemYhrnnxnuJbRFtPhNs05VwiNYDZJomy9uHCXlkbvzratb1xNncn2TzQALDhJ5YH9NqAnxxRjWpvM4x40tpj6R4c8MAZ8yowsCaEEyqDBRCJffHjoWNjc2nSyqnIQoCr6zv4+cvb+QL0yp5rXmA1qEUAKJgRV79x8mNTKkKYJgmumkiCuLHL3xFoqkyQNAj870zp+BVHLazwcbmc0Aqp/HH99qYXhsgo+pMKPfzs1c28vSqnkKbL86s4pJ5DQgIbOpP0hFO88zqHoJumf+5bC7pvEZWM7jsyDE4JAG37OTL8+oRgCPHF5NWNXTD0pxxyZ9Pu2GaJrmUhrEPFyQ2Np9luoczbB5I4HJITK4K0DWcJpHV6RxOY5ojkQsIPLqsi8mVfmRJZGVnFICmSj/FXicpl4ObvzAO3TAp9irUFrmpC3lQJJGjxpXgczo4fEyIU6dVMX6kml8knccwrE0Xv1MmnlHJqjqTq6xU0zGlXsaUelFzOsaIxt42yv1OPuqKMbbYg2mapAcyiCEXDq9IuDuJt8iJyzs69UPXDERRQNjJpsxwT5J4xEq131fYjgqbgxJNNwBrQRFN53ludS+HjQ0hANG0yuKNA/zm7RZm1gRZ1xOnNuRmY3+CyZV+rjh6DG9sGOC8ObU4ZRFREFANg6qgi3Pm1BJ0OzAMcCsSoV2U8zwUMQxz96VQbWwOMkzTqtgjiQKiILC2K8pv325h3rgSfvbSRrKqzu+WtCKJAjed0kSJz0lDsQdVNzAxGVfqQ3GIpPM67hFHpSRCqf/jcMemCj+inbZhY/OZQdONQgUeSRRGpTTct3gL9y3eyuQqPzccP5GVHVGeXtXDSVMquHReA48t7+SZ1b283jyAYcKxTWVcfmQD63rizKotYjidxy1LHNYQYlVnFMMwmTMmxPL2CCCg6roltG3qhDzyQas588++76MDaaL9adtRYWOD9Ty1hVMEXDKabvJRV5RV3VEWTCgr2ID3W8L84pWN5DSDG0+cyLtbw6zpjjGu1EtjhQ+nQ0ISIKsaBF2Wdk1NkYdNAwkcokhF0IVTlhBFKBpZu5gjOeuTKgN0RNI0lHhY3xUjF84SNxK4xwRwemSiA2liA2kkh4jD5cDjs34fEkXGmA7cQCaRJzaYQRCtaIvYUAZdM1BcEuGeFIpLQnE5GOpOIjslyur8SI6PnR6mYZKK5S0HhrHv7q3tqLA5KNk6mGQ4pVIZcHLb8828sWGAK48ew7tbhzhybIklLGPCqq4Y88YWc8VRDSzZPMTp06vRTYOLDq9DlkRm1BXRNpRCFGFiuZ/u4QwBtwOnLOEQhYN2ErG/0VSdruZhyhr8e25sY3OA2KYzoekmQ4kcbWFLeK7Eq5DO6/z0pQ20h9O8sr4ftyLxsy/NoLk3zryxJSiyiABopoHf7aAu5NkrsVs70srG5rODaZps6IszmMgjCBBwORhf5scpi8QzeR5f3k2pT2FjX4K/LuvEJUvIksAlR9QjYHLB4XUcNqaYtzYNYhgmL37UR1s4TSKrMbUmQGOFnxKfpV81tsSLLIm4FYn6Yg9Oh0Q0k8frdBDPaAftRohpmAy0xQmWuXH7d1/C2NANhJ3MlTIJFWwfhc0hyjYHnSgKDCWy9MZy5HUDv9NBNK2ytC3Mr99qQZYkjhpXwsa+BD97eQNjSrx8ddF4akNuRFHg7c1DfHXReAJumSK3QiYoIzgEAiMVekJeBUxQdZ0xJQGWJ4cJuBQ0w0DVDfKa5RCtDrmpDrkZ7k0hDmQpdllO0mQ0h+J2kIhkcXos/RtD1RnuVxEES5vPJ0uocZVUOksinEV2SQz3pdiybICmIyvR8gZqXicdB0wT2SWRS2vEIxncXgXZKSE5RNScTi6jkk1rENh399p2VNgcVJimyYdtES793w9Y1FiG3+ngjQ0DAPzlww5ymsGm/iTFXoV/P2Eiy9uHOXtWDQ2lHsr8ThJZnVl1QVJ5DadDIuiWmVEbBCxxu/EjwpmHIqlYDqfbgUPZceG17IU2Vr3WySlfmYop2rMPm4OTJZsHwYSVnVHahlK88FEfumEypsTDcFolkVVZOLGUtzcP8W/zx1Hud1IZLEfVDMaXeikPuHCIwiilfJvdo2sGomQ7dG0+G7QNpXhudS81ITd5zWBChY+VncM4RIGVnVH64lluPHEifbEsf1naiSwJHNZQjAFMqQ7QH89SX+zhGydMRBCsBcMzq3toqvAzp66I4u1EtmuLPYXr1pdYwphlfieCAOV+84CLU6ZiORSXA9k5+p2fiGRJxXKIkoDbr6CpOpIkIogC+YxGIpIhUOoBAQZa43iCCkUVnoKzQs1qRHpT+ENO0A7EyGxsDhzGSNU/1TCZUhWgP56jP56huTfB1sEUT63qpqHEsg2/f6eV3yzeioFJyKPw/TOnEnDLRFI5Fkws496L3ciiiM/poL7YQ2ZQxvA5CynpbkXC53bgcoiEvApSVkfQVAIhha1tMdREnslji9BUHS1nEO5JElsf5aP1ERSXg0UXN5IIZ3n9j82U1fmZtqiGoc4EDdNKCqkb+axGNqWyaWk/mz7o59iLm2j7KEzbmiGqJhQRKDEZ7EjSML2kYAMkSSQ+mGW4N01JlZdguYfuzcO8+dBGREngiEuL99n9th0VNgcV3dEM976xBVU3ea3ZclAcM76EeFZjbXeMqdUBrj5mLGNKvcQyeSaOlPtrKPGOpIsIBD0yxXy8U2pHTViLjaHOBN4iJ6W1H0dNJCJZBBHa1gyhqwaD7QncdbajwubAEctYDoeq4Mcl+HKazjOrevjWY2sKyvoACyeWMq7Mx9K2CFVBNxccVkfQ4+Cc2TUUeWUaK/z43TKGaf5dZftsLEzDpL89ji904JW/bWz2RPdwhh8938zrI5sbAF87dgKnTqskp+m8uWGAIo/MlOoAU6oCbB1M8WFbhMPHhCjxKZT7XZR6nWyWEvTGsvidMl+aU8O06gCz60NkNR2nY/dOzm3pFHsjnPlpkMtoSA4BAYGhzgSeIidl273zdd1gsDNBbDCNQ5bIpVUGOxMEStx4Agr9rXE0VcchS2TTKoZhEBvMoLgkPAEngiiw8rVOlj7XypxT6vGNPSDDtLH51NmWViEIAm1DKWRJpCbkpj+epT+RRRQEuobTRNJ53t48xJ/eay/8tj2cRhSsimIlXoVMTufmL04qREqYJpT6LHHvVF4n4JYLtqOhxItjOyfnuJAHRZbQVQNHSkNyCchRjVqnjKfUi9MQ6N4UBdNky/IBWlcPUdEQoL8tznBviqGuFNmkSmdzhO5Nwxi6SaQnxcwT61jzRhdblg9wylemMdhulT6NR7KEu5MAhLuStK4epHtjFF+xk0hPipaVQyz8ciOyU0JWRGLhDO6Awsb3+tA1g6POmQhCbJ/9HWxHhc1+p2UwiWnC+HIf0XSeaEYjq+qousF9b25lWdswxzWV8aU5dazrjTF/QilPr+5hbXeMw0YmFFlVJ+RRCHkVHKJYKOVl8zHD/SmcbgeegJOWlYOs/1sP04+twdBNiso9pGMZogM5DMMg0psGYKAtQUOdfS9t9j+maWIYJn/5oINir8L02iDRjMZwKkdvLMf/vN1C0C0TdMtcPX8ck6v8lPqcpPM6X5xZjSyJxDJ5ijwyXsWBKFilhm3dlX+cro3DfPRWF5PnV6ObtgPT5uBCHdGykiWRrKrzyNIOXt8wwGnTq5g3tpg/f9DOwx+2s7QtwhkzqljZEeWCw+pQHCLjSn1cNb+B4yeV01jho7bIcoyKosD4Mh/hVJ54TqXC72TiyP/6fpfjoNn4MAyTSE8St1fG6ZURJAFTN+lvieFwSjhkEUEQSA1bkZSp4RyBEheabtL8bi/ta8Mcf8Vk+lriiKLAcH+a+FAGQQSXTyYxnEVXDdx+BV0zCPekGe7PUFbnY7jXEiZet6SHeWNLDvCdsLHZN2RVHcM0C5V3uqMZwKrqtXUwiUMUKPEptAwl+bAlwvGTyumMpFndGePJFd1MrwlybFMZKzuivLNliPMPq0ORRE6bVoXHKRW0rjJ5nYBHtqIlXLKlSTHiwMildRQDBEBXDSRZRI+raIpB11CM7iX9FB9fg8cl4XQ4GepKEhgfRBAFEpEsLauGGDuzlGkLa3j27tWk4yqR3hQltV4qxgRpfreXqglBtq4cpG1tGF2zbGh/a4zhPmsd0NkcIRHOAtD8bm/h/ix9ro3ksFW+fdnzbSy4yIo601SDni1RYkMZgmVuAqVu4qrtqLD5jLKxL863HlvD5Uc1oBkGH7ZG0BNZMluG2NSf4OEPOwA4clwJQY+DeWOLyao6Fx1eR3s4xeENxSOOCoNx5T57l3QXJCIZNn7QR+XYIGX1sOzFNiI9KSrGBlDcDnq2REm2bmXIl0LNBjANE4dTZLAjQQOhA919m0OArKoD1s5CJJVjIJFjdWeUn760AYDvnjYJJZujy+jntueaSWQ1rj5mLKdOqyxoVcQyeepCHnpjWTTDxKNITCj3k9N0xJHyWza7Jz6UxumRcW6XT2/oBlreYPmLbXRvilI5PoijzHZU2BxYPincuKkvgeIQmVjhZ213lAfebWNcmZd/mz8WhyQiiQL/9fRHLGuPsKw9gkuWOLaxjHK/i9qQm1gmj89p5Xv7t5tLOCSRKVUBBEHAJYv0J3LkNIMS3/6PLDIMEwFGKewP96dIhLOWeF00h4kVim2aJqIkYOgm2VyeVDxPsMzKW5ccIoNdSdSMRteGYQBiA2mKqzyoWd2qBCCAoZtIDpFcSkV0SJim9dnQTdSsRi6tkY7n8RU7OewLYzCI7vd7YmOzL8lrBv3xLC2DSQwT6os91BV7CCdz5DUDRZbwOR2ousHGvgSPLe/myZXdaIZJkUfmztc24ZYlrp4/lvFlPqoCLt5vCTO3PkRdyIPPZS21t1XCSOY0ppVaIg4+p4RHtvRtNFUnOaASDiYxDBOXTyZU6SUdyyOI0PxOL+GOBEv+vIljL2li6XOtxIeyBMvczD6lnuUvtuNQRKbOr0ZxSTg9joLo7YS55UxdUE3j4eU4nBIDbXF6t8aQFYnm9/po/pvlkPAVOwuRFXWTQ3Q2DxOq8hAoddO+NkxNUxHFVV7WLu6md0uM5HCWiYdXYJom8aEsNY1F+/zvYzsqbPYrd766mTVdMZZsGqJlMMV9i7cyv8HLIleK1V0xBOC3lx+GLAnMaQjRE83glh1UBJx8ddF4AJoqA3apwBG2r9m8Pe8/1cKmD/tZeNFEBvtjRHpSiJLAR291I0kiJZUiK9/uIZX1IxclQITaoz1ovbbjx+bTJ55VWdURJeiREYClrREeX9GNPKKF4Hc5+NN77YScJkG/TjKn8W8LxnHEmBD5EVV9j2JNHupLvNQWe0jndbxOaaQkoC2AuStiA2lcfgWn24GuG0T7M5hkcPtkiio8SLJIf0ucXFqlvy0OQNeGYcaU2bbB5sAymMiS0wxSeYO1XVEGEjmcDpEyv5NnVvUQz2rceuZUdNMklspRF3Lzx385gsUbB7n/b61cMq8ej1OiIuBCEATGlfl4b2uYIo+C8omUjiLPxyKTxR6ZgUSekGf3wpP7mnxWY6A9jiBYYpZuv+VQjA1YqRjR/jTF1V4EQbDC1Ldzzq5+vYdNH/Zzyr9NJVBqRYtIskHvlqi1U+uwNiZ01WDt4m5O+bepbPqwn60rBzn8tDGU1Hr54IktxIYyLLywceQ6kE2qJCJZ/MUufMUu4up+vSU2Nvuc7mialsEUIY+CKAh0RNLkdYNoWsM0TbqjWZ5Y0cU1C8fTGUnz8ro+AB5b0cVZM6sBuPui2VQGLUdmTbGb314+F1EQyOk6vpGldjSTxzShIuCkzG+lp9eGPIVIi4G2OH3NGaoq80gOAU3VUVyOwvMa7k6huB1oeZ03H9yAIApMP66Gje/1sfihjYgOgYUXNiKIAppm4C9x0bEuAoCv2EUupeH0Wn2pGBukYqyl3zfUlWSgPUFxtZf6qcWserWTpiMrGTujlJqmELVNIXJZjfJ6P/XTSsgmVdYu7ub9p1vQVYPK8UFkRSKf0QiWf5yyu6+wHRU2nyqabpBRdQRBoDeW4bX1/UiiwOJNg/icDhRJ5J32FO+0N+N0iDSUeAiMlOXxKA4mlH+cW+mSJUSwnRQjmIbJQEcCX8iJyyODaO2qZFMqbWuHACs00wjkECSYelYJ7e8k+fC5VlximpzmxeHOk4u4qF/ogZoUPrdOPhc8wCOz+ayzfXlAE7MgPgeW3sTL6/r47VstXDKvng9aI7yzeYhEztKdmFYd4KjxJfxuSSudAH1ZZtYG+cJInvnchmJEgVGCmC7Zdk7sDZGeJGsWdzHx8ApKa/0M96Zo+2iICXPLyaVVwj0pJElAy+ukYjm0vIHLJ9PfGmfMAjvE22b/klV1NvYn8CoOJpT7iGc14lmNwZRKPJfg7jc2c92x4zGBVZ0xaorcVAddZDWdqdVBTNNkfW+ML86qZkp1gAllXoYzKv6RHU6PYgnYuXciML09Y8t8NJSYo5wXnzaGYTLUkUQQBEvM1rQ0peJDWRSXxJYVA6x9s5tjvjQBySEQqvIy3JvCW2TlkW9Zbul0dKyLMG1RDQCSQ2S4L43idlDe4GewI0G4O4WuGSz562YS4SxOr4Olz7dSP7WEcE8Kt09mySObOO3a6TicEplknlQsR2mtD13dhzUIbWz2M7GMiqYb9MWy+J0OmnvjTK0OUuxV6Ilm+KA1wtHjSni/Jczbm4c4bEwxkgDpvM6Fh9fxyNJOlmwZwiEKlAc+1sUzTZAEwSqKY1qRFNv2E+eOCeGRpcIG47b1jGEYvPvEVvpbs6wVuuhriXPC5ZPZ+H4fS59v5fjLJhEdSDP56Cp01WDTh/3MPqGOCXPLqZkYou2jIcbNLMNb5CSTVKloCFJS42Oo09KaKK70Ioy82zXNRBRAcVt2sLTOx0B7gklHVhKscFNS46O4yksmkae01o8gCuiqSfXEIkRRwBNQCJa5iQ1aqTHh7hRur7WREShx7RAB9s9iOypsPjVU3dr1iGU0BAFeWdePbpr8y9Fj+MPf2ohlVG4+dRL5RJjfr4wSTas0lHjJqDrjy3aszlG0ndiMDXRvHmbTh/2Mn12GIFphn7JTom9LlHxGx1snEO5MQQ/4xwtEM1uY+IV6Nj6VIhnzMGXjAzw1ZxXZw49glUvmcuflpIa2YpTYwnk2/xjJnEY2rzGQyBFNq0iigOIQmVVXhCAIhJM51nRHue/NrbQOpfjl65uJplVm1xXhkASWtg3TVOnnjBlVVAVdvNvcyWtbkxzWECKWVWks9++w82mzI9tHWumagWGYOBwiHzzbSsvKQYqrvGh5g1WvdtC1YZhkJMe4WWV4AiaaKCLJIs3v9iLJIkecMZZofxqwt05t9i/9sSzDyTxh8hS5rZKfsWye4YzO3/oG6Y5mWNsdoyroYl1PjHNn15LVDA4bE8Lvkq3/70WRvGYwrtRLTjMJuuVRmx07m2t8kv2dYqrmdeJDGYb7U7R/FGbWiXU4FAnRIZCM5NjwXi8D7Va0098e2wJQSPnYhssr4/LJdKyPUDspRGdzhKkLqon2pykqd1MxJlBIAfGFnCTCWeqnFjN+dhlvPrSRjvURiqs8zDqxntf/2EzbR2EmHlZBNqlhaCaegIJpmGCbY5vPAIOJLJIgUOxzksnrCAL0RDP0x7PkVJ3fLWllWfswFx5ex6XzGljTFeO3b7dQ6nOyttvSW9jcn0BxSDhEgVOmVPLI0k5aBlNUBV2FqAhNN3BIAqpm4nSIaIZJJJ1HNwwCLnmntiSf1ehYH6a/NY4gQvfGKADh7iTxcAZDN1n+cjuYUFLjpaTGR+W4AOVjrPQRf4mL6YtqgZF3P+CQRarGB9n4fh+HnTYGl1+muMrLQFsMURYBy2nhUCTqJhcjKxLVjUVkUypun4RpmNa6wrDmD6IkoI9oAml5nYpxAWKDGQRRINyVRHKICAK4/U5K6/ykugd2GOc/iu2osNmnbJsgx9IqH/VE2dSXZHZ9CEkU2NAXp6bIzaKJZUws8+F1OijzK7S1R5k/oZTn1vTSUOJhRm1RQVhme0p8CpJovxXBmsh8+GwrvVtiFJV7qJ5oienomkH7+jCiApXzZFoSScyoQnGThG9QJRLbQsX4DJWPvkhl/1qO2+zl+7OWoscMFrgmU5n37PniNjY7QdMN1nXHiKVV1vXGOKyh2JoQiAKrOqM4HSJ9sSwvfNRH61CKmiI33dEMkyr93HbWNNZ2R+mIpDmsIcSYUh/RjIon76OuopQjxhUzu65ov+5oflbZVqnD6XXgL3Ix0JZAzWsobge9W6IA9GyOUlbnp68lhuJ20Lp6iNbVQ5z4L5NpWxtmyzJrkjHn1HqCZW68RU5S7LuJh43N7jAMExMIp/N4nQ4M06Q3liWVV0nldP60apj2qBWBtbY7RjiVB2DeuGKCHrmgNyGKApVBF12RDCYgCNBU7B91rQO5+aGrBslYDrdPRnE5yGc1JElkuDdFJpFn04d99GyO4QkouHwy65b0oLgk4kOW0F1JjZfh/jQT5pQTD2cZM72EfEYjVOmhqMJD18YoHzzdwut/bMbQTbxBJ7GhDBPmlFM+JsCM42sZ7ksz5+R6hvvSlI/xYxqmJeCnGtbOarWXUJWHTR/0I0oiwTJrI8MdkBElwJausTnIGU7lWdsVw6VIjFENNvTFKQ84GU6pqLrB7S9vpG0oxcRyH48u6ySV1QqlhZe1RWjutZyCmweSuGWJ+mIPikPAo0ik8zplfic5TSeR08hrOmNLfcTSeTyKg5xukMpqeGSZUt/HURe5jIapWw6A/rY4rausKOjqaR6616QRRIGB9jipqGXbhnvTeIucBEo9aHmD8gZLQ0fN6eiqgeKWECURQzORXRKCKDBhTjmyUyRY5iGf1XH7ZdwBBbdfQXZK9LfFER0iDqdE/dSSEX0aCV0z0DUDxeNAy2vkUipuv0ImoaKpOmrOoGF6CaEKD+0fhWldPYQoCYyZUYrsklDc+za61XZU2OwT8prB5v4EkVSegNtBJKWyrC3CrxZvpanCTzyr0hvLctq0SgIeGYdk1Q2OpvOAwLyxJSzZPMSUqgBep7TT+uNl/kN3p1/N65ZRcwiYpqXK27fV8vIufb4VExgzvYSKMQF6NsWIjN9ChVzP6kmvkO2GpFHFkZ4QpXkYioVp6FyLKos0tmT5pXQLN2n/zZuRJVzoPOnADtTmM0cso5LN62RVjWXtET7qjvPiR31UBV30xrLccPxE5k8oZUNvjFufWUdeNzh+UjkLJpbyg2fXc+7sGvKaQX2xh5+eOwOHKOB3OqgMuGjRTBY1lSEIlvK2zZ4ZHkyRjGTJpSTig1lEUcDtVxjqTJBJqDgUkY51ETTVEsxc9OUJeIIKr/9xA+88uoVsUqWy0UfVmGLqpxQjiKK1wssf6JHZHCq0DqXIaTpruqK8tXGQy45qIKvpRJJ5Nvcn2TBoKc/PqitiVWeUdT1xvjSnljK/k7rQaGd7fbGXmiIPKzuHMQyTUr9zZ5fc75imyWBngkwijyfopKzeSsVQ3BKZpEo2pdKz2arg0fxuL6YJmCbZpErFWGs386hzxqO4HUi7iDKrmxxiuLeCrSsH8foVlr9klU8MlLqQnRL1U4tpmleJaZpUjLV2ZxEtB8hAW4KSGivaZPLRVSx9vo0VL7Uz+6R6ADx+J0ZvF3hyn/q9srH5Z+iNZXArDnKaTnNfnGKPwmAij4nJyo4oLYMpbj51ErPri/jdkhaeW9tbWIO81tyPYcLU6gCb+5MoDpF5Y4tRdZPKoIuWwRRFIyXQp1QG0E0Tn8uBNCLEm1UNgi6ZUp9SSFc1DJOhzgRqztrIkRwCyeEs/hIXZeOdjJ9aS9uaIXq2xCwnhEsin9WZckwVoiTgCzlJRXMoLglDMymq9BDpTiFIAoZmUFRu2UBJEXF6FXTdQHZaVYBK6/yWc9a0oi7SsTzekJNsQrWq/AQUUsM5dM36b6dHIhnOESh1k0mq5NMaZQ0Bwl1JgpPdpGJ5q3KQQ2TyMVUIWCno+xJ75mfzT2EJzWRoGbTKVQVcMjnVQAD+uryLkEdm80CCyoDlZJhVX0RN0EU8q9ERThNwO2gsdRKqLuG/Q7NQJGFUPruNFRbW1xLHNAysokUmG97txQTGH1FK66ohXJXQsnKQrcsH0eU8zxY9wDPtKorDSbw2xophkycMmTvXTmfsi0sBiE6dQfGqVbhbuzh64hxez71Lrxjmh+JtB3K4Np8xOsIpwqk8b2wYKNQRn1odoLk3TsDl4A9/a6XEq/D4ii6csshlRzVw4uQKsqrOHefPoDzgIqNqTCz30xpO4XSIiKJAQ4mXeIWLjCDgczlGaVIcqui6gSgKuyyRmM9qLHu2jZZVg5x01VT6WmN89FY3gVI3wTJL5Gr2yQ00/63HUvCeHCTji2LICtMW1rD2rS6CjTpl83UqQh62DrUysaGB7PAQOvaCxGbfk1V1TJOCTkQmr9M5nKY/nuX7z6wHoDLgYmKFj9ueax4RzBV45CtHs6YryqrOKIePCXHxvHoSWRXPJ/QmtqWKjS+1Ft0Hi8ZVPq2T1VW8RU7S8TzhkYWLlreqIW1dOYgki5xw+SQ2j0Q4NR5eQbgnScO0EjBHIlh3ExGi5XSmH1vDtIU1DHUnefsvmwDwFjlxehxkk1Y6VyZuOTBlp0R0OEWo2sNAe4KSGi+maVLTGEJ2Srz18CZ6Nketc4QUnIMGabtssc0BIJ5VyeR0KoK738DUdIOhZJ6gWy7YBlEQGE7l+fYTa3DJErUhN0ePL0EQBG44fiLre+L0xKyoJcOEsaVeTpxUwbqeOHndoDbkptSnUBty0zKYotirML7MR8l2EROKJCIKAoZp6VM4EAh3J4nlDCRFQMsbeAIKalajdU2YcHeK8gY/pgGBEjehSk9BCHP2yfWoeYO6qcWoWR1/sYtkJEs2pVFa58NX5LIq82gG0YEMisda2m9zGBiaidMvjzqGAKW1PtS8geKU6Euq6LqByyuTz1iVfRSXA2/QSajcC4DTLSE5FLxBJ9mUSiaeZ+Jh5RRVeCiu8iA7JQx93+pTgO2osPkHMU2TeEajZSjJcFrFq0i8tWmQI8YUs64nzj1vbiavGfzwrGk0VfpxOiQSWSvMyuuSCbgVsqpOud9FJCtSX+yhPZzCZ5cbBRjJD7Me9sGOBNF+y4iJkkg8nKFtbZhxs8pwjE0yIZjEW1NKJJNDbslzj/ArRFEjZWbJ6lmmeWYy551OFr49QMq1tHAN5eijMNd9hLtrPVce+0XmLxWp+NsmxJttHRCbvWMgnuUHz67nuEnl/OXDDuY2hLjgsDqaKvzkNYPBZI6bn1jDrc+uA+DfFozlizNriKRyjC31jOw46Bw1vhSXLJFWtcK5XbKET5EoLXYj7WJhfiiRiuUIdydHxK0g2p/G5ZVx+xVESUDNarSvi7BlxSCmYfLek1uJDWUorfER6U0R6UlRO7WI0gYvi+obac+0UxEsoa2/CzWaZ/zkMSyaMpaOFW+RHQ6yRVBR8zpRM0Iish4hUHqgb4HN54y8ZrCmK4pHcTC+zIdmGPTFMmzoixNOWiE8RW6Zd7YMERhJB03ldJpKnUiiQH2Jh198aQaNFVY6hyAIuHchqrunBc3+JpcwED0CiXAWb5FCNq2i5XUM3aD5vT56t8Som1xMoNTN3FMbAGve5d+mISVAJqEiCCArEqJkLX4kh6UxY+gGmmagaSZun0zFmAALv9xI75Yo3pATX8hFJmE5KrZVCdA1k7QrSsUkLzUTJiGIArmUNnJdy9HZ3xbHE1Dw+BU8GYgJ9saSzf4hk9dRR7QeBuM5WodS+FwOvJ+ItkzlNHTTJOCSSWQ1DNNEFASGkjmeW9PDyVMqaQunUHUTVdc4c0a1lUahW5usixrL+MvSTubUF7GiI8qpUyuZWhNgQrmPLQNJxpZ6qQy6mVTp5+1NQ5T6nDg+kZb+SXHv4b4UmaSK4pJGoqWijJ1ZytaVg6xd3A1YlTncIRUTk9pJxag5nUQ4R2m9D8XlAANkp4TiciArDhDBOyLi6Q1a/3YHFMQRZ8S2aA0tb0VlfBKXV8Hl3Vb22QQTyzlR5ERyiDg9o+9roMyNPHKvXV6ZZCSHmtcprfEiuxyoOR3Zue/tge2osNlrcpq18yEKApv7E/QncnhkCa8i8fOXN7KsfZj72ArA5KoA1x83gSKPTFa1ygn6nA4r71yWEEWB6bVFAER6rF2OEq+yg8E5FMlnNQY7E3iDCh6/k48Wd7FlxSCKW2LiYRV0bhhGkqFslsJQWxfxeB8DRgdjGg4j6thIO22cKZzABrGZzXoPpwXPYnbz75AyEMhAakIVbtGDUefBHF+P+NEGUvEFTH6/F7MvbUd4H+IYholumsiSSCqnoRmWKFReN/AqVr54KqfRE83y/JoelrUPs7IziijA9cdNoMTnRNUNJFGg3O/k15fMYetAygqNrA4Qy1gimzUhDwICWU0vvNSri9x8coOuodh7AO7CwYWhG4R7LPXu5HAWNWftuiYiuUK+OsCG9ywBzDHTStiyfICKCX7mfXEsXetjbFnWj2dGjqQZJyAGyUsZhpJhTEkjFAzS2tfJstQSXs4/y48S38BdUUde1hjK9yHkB3FLZQdk7DafX4YSOZI5jXReR9UNUjmdlR3D3PHqJoo81g7oRUfU85u3tvLRiKAdwNiQgm5YyvWlfieCIJBVdXwux2dCcFvXDcLtOVY/9RFqTmfBhROJD2VY/XoXoUoPw31pAMbNKiWdyONwiChuKwJClEREEUSHaKnrI6CpBkbGwOF0kMtokLGytQKlbuJDmcJ1K8YEqBgTIJNQkZ0SDkUsLC7UvI4sS4h+DXImxeVesimNqvFB4uEMW3vakdygZ6C42ms5RAQdQbIdFTb7h9ahFPGMyuFjixlO5xEEGEhkGev0YZqmVaIXCCdzZDXLoTGQyCICL37Uy58/6CCWUXlhbR+z6ooAmNsQ4qQpFeQ1g3hWBQFOnlrJhr4EXzt2AsvahzlpSgXxrMp/njYJEBAEK1KrqcJKlyrzO5GkXdsd0zRJxXI4R3QkerfEWPFyB4Io0LE+UmgXKHWhuKyoBgEYP7scl08mk1BRswaSw0rjBAhWuHHI4g7RC45POEgcTge5dBbHbhwIoihYjg/BcoTITjeBkh3LjHq2S5uTFUugxkCnI9pLTWklgi4hu5TC32FfYa8KbfaKZE5jdWcUlyzickgMJXOU+ZxsGUjyw+fXE0nluezIBvK6QYXfybFN5ciSSDiZwwQM0ySr6gTcu55IVBe5bbFMINKTskK4+jOEu1O0rrNSOxwOq9yoIELlSQKb4ut5LPd7NitdkIarN8ZQBA1JM5mhlzKtchGv5FdR7dARO7swBQHBNHFfdhFmaQjDzFB88heI3nMfRT/9A2Y8jjp70oEevs0Bpi+WZTCZo6nSz+quKJIg4Hc5CKfyhDwKYGKYEEnmeXdrGLDKb31hehVBt8xQMjeqMoeqm8yqLyrsaJT7nRR7FWRJpLbYM+qltrO0r8/CwuPTJjqYYe3iLhJDWQ4/cyyCCdm0htPtKOywDnUl6d0SY+rCaiYdVcnEI8tozW8lrscZN6uMkikyG3u3EBEHkHHQnmylSqwnEW2mLh5EFr18FF1J0kjxdnwpi1qL8TWVktdUyNsVP2z2DcOpPBlVp7rIzVAqh1dxkFF1htMqTofIB62WTYmmVWbUBDl8TIjfvAXvt1oTekkUmFCiEEnlaCjx0h/PFsqg1/sPPjFoNacjSoJlxwTLEdy3JUr70iSBUjda3mDFy+2oOUtRf7gvTf3UYhqPqCBU6SWdyKNrI4swwXJa6jqQN5BkkWC5B1mx8s8dsshQdxKn20GwzI0gCqRiOQzdKOyyAiBYIn4ur0y0P01xlRcXMm6/TE8yj9OjoeX0Qh67N+gk2ZpGDm3nqBANTF23JiY2Np8yWVWnP57FxKRnOEMip+FzOkiOOO27oxm6YipTgOG0SkbV0Q2TlsEktz3XTG8sy6RKPzccP5EfPr+e91rCjCnx8P0zp6LqlpNiek2AzQNJnA6J286aRjKnsmBiKbJkOQURBIq9TiKpHIoksqixjBuOn0BThQ/HTuYp6VgO0SEiSgL5nE7vlhi1k0KEu61Nh7WLu8lnNKYcU4UgCZTU+EkLGevZFSyRTQAEK9rB0ClEOWyLoNgTsiLiC7lweXYfre70SDh3UsRgG+FMGI/swe2wHBiSImKaMJQfpDfZS0moCKfhRXE5yK5bB6nUXvVvb7AtjM0eyaqWqJVDFKzyYGaeTf0pnlq1gdahFEG3zM+/NINJlYFRv8tpOh5Fwuty0BPN4hAFqnYTfnkoi2VuI5/TWP1GJz2bopxw5WQ2Nneh50zGzfMhlWnk05YxDAS8/HXL07SYPVxcdBofpteyZeUjXPqGzndLBaZ2/oXk969juveL5FZ+hGCaGFecB5EoFBeRSScoqq6j+NT5yE4Pgz//OQKgTai3q40d4vTGs4RTObKajmlA2tBZ0xWjscLHUDKHaVoh225ZZG13jC9MqyToljltehWRTJ6mcj+VI8+5CXRG0rQOpfA7ZVyyyOSqQMH5YAlW2Y6I3aHrBh8+00LbamsBt2XpAG1rhtBUa2FzzJcmUFTuZulzrbj9MhPmlpOJq4TzQ6hGnu5wLwPCEKsyy1gcfo2vlX+dZ4Ye4+H2BznKt5C/JRdzgm8ul7mPp3bZJv6/t3VuuPZ1noi/SsOaan4857tkdDsP3Wbf0DmcJp7RKPc76QineXl9H+fNriXkljFMWNERHVFiggnlPkq9CkG3TCyjMq06wH+dMZWNW1toqgpQGXCR1w36Y1kkUaAicHDNIdKJHANtCVxeawHgCShkkirr3unB0GH++RNJRXP87bEtqDmd+qnFdKyLMPFwy0mh5XWcIyHVWk7H7VMsZX5ZJDGUxRNwECgePeayej+iIBR2Wr1FTpLhHKLDRHJYxwUEREkgUGaJ4Tm9Mp6AtVObi+WQZRU1ZTlCRElEcTlQjRyuYpFsj0FxlRchkyC7YSPMnLF/b6rNIUkkmQdMQm6FZe0RfvLiBm46pYmakBvdMGkbStGf1MiqeiHNPJzKsbIzRm8syzdPamRRYxmCIFAbctM1nKF2RHg3nlWZXOmn1O9C00029CeQJRFNN7A0bC0n4bY9FROQJQGnLDKnIQRQKE+6PYnhHIIALp9M17oIa9/qZtPSfquKRkAhm8hTUuNl4uEVyC6JXEqzSnz6rGdRlKxKfqIkIjlE1KyOcw8Oh0+yzWG5J92IYLlntDPzE/Sn+in3ln/sqJAsTRvVyKJICnk9jxPPiFaGhuVN3TfYjgqbPTIQz6LpJn6PjMsh8od323hqVQ91ITfHNpZxweF1lI84GbaVJ82qOvGcyuTKAEUemdqQB7csYW+O7p51b/cUSgNuWTZAb3scJSAilxg4UfAqAsZwlBhpNmXXM0Wq5YviVBZUT6f3oZ8RTBoELWct/vfXM7xgGoF1LZhOheS8yXgVH0YkghGNUDFzAZIngKtxIt4FC0i99x75cTUcXFM9m/1JJq/x1sYBjhhbTCyt8kFrhJBH5hevbOK06VWs74lxxoxqfvPWVgTBejkvmFhGdZELwzQZW+Kltnj0ruaYEi+SINAfzzKu1GdHSPydRLqStK8NUz2xiN6tMbYsH8DpcTDvrHGsW9LD3x7bAlih3osuaUJXTdzFDga3hvHIPlRfGtEtsHTN+7RkN9OdbaMtuxUDg/dTSwB4PbkcRXIyo0WnKAUnRiqJjC/l3eQaVmx6m4Q6wNHMOoB3weazTDqvoWombkUikspjmtAWTvGTFzfQHc0gINARSTOlKkA6r3PO7BqeXNlNXbGbaFZlTImH1V0xqoJu3IqECQTdMpIoUOJViGdUmir9BUHOg4X4YGZEsd/S3sllNDBMhvvSeIoduP1WqcAz/30WubSKyysz+egqAqXWYkBTDYoqPGSTKslIjmCFB6dHRhQFskl1hxxy2FFx3x9yERvIYJgCugaKS0KSrQgMWZGoHBfAMXLfNENDN3VUKUcqmyLotgRITdEAxaR4ohOnbOINKWSeeZjYH/4X/vD7T/MW2hzipPMaqm6yvCPCfzy6hu+dMYWhRI6BRI43Nw5y/mG1DCVzaIYlWtk2lGR5+zDTa4K0DKbojKRRHCILJpYVRKin1wTpGs5QU+Qmq1oL6pDXilCoLHLjcTlY0T6MaVrvVc0wcUoSOd2K0nCIAg5JxKFb1zRNdoioMHSDXMqKRMxlNPpareiI6Eha1/Rja2g6shJBEMilNXJpDYciIWgfn8fpcpBJ5XH7LAFLQeLv1oD4ZCrIP9ouqSbxa340Q0MSJEsPyC+jC3mUmEI6nyGoFKO4JDKqtk8jrWxHhc1uMU2T9kiaV9b1MZDIEfIqPLWqh9OmV/GVBeMKJXxM02QoZanCS4KA7BCZWx+iyKMcyO5/5ti6fABvkZNguZvmd3sBSDZ2cPPGX3OLeB2lmpv/4zkWsxJvxuS2B52I4Z8Q+u/vEQw7SZQruI86Elo6kJcsI3/SLByRBI76egK4GU4NI5kqNdWTCPhLERUrn6zkq18leO45FCkQEQ+O8m02nx7bHIpgpXXlVR1RFHhqZTd3v7GFYxvLWNsdI5zKF5yLL6y1/n/83ZIWNMNkTImHaxaOp6rIhUMU0E2zsEOxPaIo0FDqpaHU1prYGyI9KXTNWqBoeZ3Vb3ahqQZTF1STy2iEu5LUTSmmemIRSV8YVicp9odomFiOI2BgaDp5b4qW9Ho2GOv514lXoZs6GzOWoOnmoXX0pq2/pW7qnOSazUqtlRdj73JWj9WHS4cnEys9gneTa7g7/BhewcnRnH+gbonNZxRVNzBMk6FEjnhWw+uU+O9XN3H1/LG8si5Od9TST3huTQ+GCas6o5T5nXxpdi2NFT6aKvyMLfExptTL6q5YIVILPhbNLA+4KD+IIilM0ySf1cE0yaU13H6l4AjIpTUMsBT+G7ff3Pl4F3WbkwLANCgI5gZK3Tjdju0iJRQU956n8A5FIljhRhQEov1pKyJjO4eO4nIQzoTJG3mCStDqP1li6X4cxQZQgmqoOAMC6A5ch2kIgoA+OIAgO9Btv7PNp4RumKzvjZPJ6SzZPEROM3h+TS+1IesZea8lzHlza+iMpHE5JHxOkXc2h/nv1zbzjRMnMquuiLahFOPLfEiigGmaZFSdyZUBXvyojxKfQjyrUupTRqWrehUHoiAgOwQM04oq97tlzKxpRYqPaOlJooBhmEiisMMGTD6rFyIwcgmVoc4Ek4+uIh7O0r1xmOLqj+dDhm6gqQYunwwf64mjeBzEhjIUlVsClwcK3dDJ6llS+RQtWgvFzmJKPaX4ShUkw0RxKiTiaaZM9SCYBqamgrzvCiPYjgqb3ZLMafzp3TZebR5AkSxBvSlVAa5ZOK4Q6qQbJpF0jqqgm6BbJpPXqSv2jHrwbfZMKp5jsCPBhMPKqZ7qp2dTFIBXnY+RNtK8oyxhvDSZxbmVAJy+1MAXtryzudfewh1N4r34i6QXzsG/aivm2gfx9kWhqxfnvCOpEEIUGzLucbU4gyWILheCoiAIIoKioNTVIw5HiAr23+3zzGAiy2Aix+SqgKU90xVF1U0USWRTvxWOs3jTIB5F4pQpFby8vp/ZdUWs7ooScMlEMyqTKv38/EszMUyTaFplYrmPnGbYz/w/ia4ZJCJZRAm6N+cwNYP2tWEqxgTwl7gIVXosR8XkYpJqkqQQo+GIInJ6jn6hi2RfhqqSIG1/e4M/RB4mj0ZdWw3r+laTN/N4cLI2vJZhLLtRGTE5bVOSIxunkXn/A4oT1izJ3LSV4BnHU6dUENrQyyWrXfAdO/3DZtfEsyrZvE55wFXQndnQF8chioVw7Lc2xVjdFeNvW8I4R2zFSZMreLW5H1GwSgGeNLkCzTSYXGWlkgY9MmNHnJxlfiepnIbbIRQ2SQ4G8hkNQbIiFOJDGYZ7U1YY9Se66PQ46GyOYBom/nIHubSKrlkVvtwjonmiOFLSEAolQ7dFP2xPUYWXvS2GFCr3YhomscEMumaieEbb6d5UL72pXio9lSztW8q8ynlkzRxhbQgYi2qoyB4Tkg6SWpq0msY9HMb0uMka2Z1f1MZmD6i6gW6YO1TIiGdVPuqKkdet9EZZElndaYnpftgWYShp2YNIKm85Isp9hNyK5YxL5wvfFbkVtg6lOHVqJQCxjIrbKTGpyscVR41hdl0RY0u9hD6RTiGJAkUeGVkSMTHpimSoDLrQDYNoSiU4ouUgS1YalbITba1MMo8ggtPtYKA9jmlCdWMRk8vc9LeW4Ct2kktrI2lhQqGaB9tJOwRKXOiq8Xene+wNpmGAsOtS59uTN/IYhkFSTaIaKql8ioSawCf7rEohbgdpOYUnqGDmspiqZjsqbPYP/bEsL6/v49XmAb44s5rTplXx5w/buXReQ8FJYZqWk2JCmZ/akNsO6/47SSdySA4Jp9tB68pBDMOkbJyPruEtJI9azvL+zYieNLPlybyWXcabwkrq5Uou9C6kuvMptIYgjkQG9/NvA2CMqUUzVPxTZxAH/GvaMZMp5JoaBKcTj67jDJWh1NYW+iD6vJj5PILTjqQ4FOiNZemLZVF1k0gqj0eRUEQBzTDY0JegxKvgUSQuO7KBw8cUM67Mx1HjSshpOu2RND96vpmjxpUA1k5DyCtTEdxRIdpm79FUHTWnM9ybZuMHvUxbWIPiFmldPUQ2pXLY6Q3k0hrTFtbg9iv4ymU29W5BQmE4PYSiyEipHAFnMenu9byeWo4kiHgFFw81P4QTmamOehod1TyZfR8An8PLmR8mqFnZTM2bzR/3pa4SaWsHZjbHVPc4xq7voa4zR94uEWuzG9I5jYFEDkkUiGVUfE4Hg/E8DkmgZTBFXbGLD0cEMZe3D1Pmd1IddDF/YimvNvdz2ZFjyGk6Z8yoIjeyQBEAjyJx5NhirjiqgaZKH8mchtd58DhE8xmN3q0xnB4HFWMCJIazuHwypgmZpErzu700HlGB5BBJRXMsf7GdQJkbV0DC7VPwl7oZbI+j5XUE0RLblGQBQzfxhZy7XEho/X1Ifj+Sz7dX/RREq2JAfDBDoNSK5kjkE7gkF1kti1Ny8lzLczy84WGmFE9BcnnJkSGej6PqKsNbmxkWRMrkRrZmWmgMD6J7D55IFpv9T07TyWsGftc/tigdTueJZzQmlI/+f3gwnsMwoWQkHSORVdk8kOCocSW81xJm80CSGTVB1nTHaBtKU+53cd+bWzlljEw0baVb9EaztIVT5DWDiSPn102TCWU+NhkmZ8yoIpXXKA+48O2k2mCF34UwIn476MgRcMvkNYOsmsMz4jQUBCsF5JMbNKZhEu5J0rpyiKkLqgl3JXEoIqEKD4IoUD2xiEzCSoEzdAOHIuLyyTukdYiSSEnN3j3ffy/5tjakUAhHKLTbduFMGN3UcYgOsnoWwRRIJAcYTPZRHawDAXzlCrqaQkXFoaqgabs959+L7aiwASCSzKEbJmUBF1lVJ5PX2TKYZPPIDuuX5tQS8ircdIpVFSKazqObJiZQGXBRV+zeK8+czceYhkmk2wrzdigSrWuHkGSBiNSPEu9mo7GSrooWfuz8Dg6pj7Vr4nS4s5ztPxz/zEkI3VlyJ84iqLtJvfY6QkMdSScIsSTeigbSFRXoi98FwFFRgaO8HCOZ2mFiI9fUkF2/HkEptTaA7Morn3kM00TTDXKaQTyjEvTIKJKIbpps6k8wtsRLJq+TU3X+3wvNXDqvgQ/bIqzoGOa06VVcu2h84VynTa8inMrhkEQmVfi58ugxHNtYTjSdRzUMxpXZKR3/DKZpMtiRIJ/R+ejtLtrWhIkPZplwWDnr3+mhuMprqfJ7FfwlLrS8Qf9wP2JI5cGtv2NZdBW/kL6BM+NGqRdxqQar1Bbm+qbgypu8llvNNcHTODo4m/WZtoKj4oLg8cyPvw/0oi88HMHpRFjxEfoZxyP95mHUvzzJFy45Cf/wOszqT2eyZPP5IZnTiGVUXLJEXyyD1+nA53SwaSDO959dx1cWjmN9bwIB2DKYpDWcYv6EUmbXFXHTKU0cOa4EWRLJawayJKAZVnUhWRIp9jk5ZWolqm5QU+RmMHtwaFFoeZ2B9jiyUySbVhkeSKPnTRSniJbXefexLcQGM1YpUFkkk1RRczonnjeBnt4uq2KHU6K42ktfS5yicg8ORUB2OpBkS0BvZ5imidreDvX1e+2oAPAXu4gPZgqpKB3xDiq8FWS1LG6Hm0jWciSFc2HqgkHcisT6oXUMpAb4bte9APyo8mc4fV60SBgjePBVWbHZf8QzGoOJLFOqg7tssy1qIpPXSeY06rbTsEpldaskKDCUyKIbUBF0MZT82BkAlsCuYcK5c2pI5zVWd8WYWm1V6Ain8qzrifNBawTZ8OIemY70xDKs6owCliYFWI5PlyxRX+xhQ18CAWGn1TrA6sf2/y0IAumchiQKBLdLaXfJIvIndGFyGY3ezTE2fdhPUbmHoe4kJdW+nQpaankDl1+hqNyz1xFS/yymYaD29SEoCuzGUZHTc6wPryegfFwowcQk1JtCLy0i4U4AIMkCpmayqn8VEykjnY6Q9+07J6btqDiESeU00nkNv0vmo544QbeDsoCL9vCIAI0ksbY7RkOxh5D34wczk9dRHCIz64qQROtBt50Ue49pWKGeuYyGrpq4/DKmYTLYE0MpN9HzWcoVk85sP2OkWhyZHCV//DPH9Q2OnOFJjIt1BN3AaBpHaPoinGPH4Tl2AemutYR8JciigjJ+HOl33wPAUVGOIxRCrK5GcI02IHJ5OXo4jDYctZwUiq0r8lkmq+o0D2SJOSOIgkA6ryEJAopDZDitctNja7jiqDGcPLWSn728kZahFD98fj2aYYVrT68OMJTMjZT+UjFNAYck4FYkElmVY5vKMDEp8iq4ZYddrecfINKTwuVz4Ak4yaZUcmkNT0Ah3G3Fffa3xwulyY44cyyGbhIodSE5rDzblJ5iQ+/bLIuuAmCl0Enak6I/0sHRziaSRoYjvVMZF6pmTKqBo4oOx+jsZcI7axEONzEFgYqsgqsnQm7BHLJfPgVREOHc4wilReQTj0d49Q18h0/F2xcjf8zYA3WrbD4jbOpP4hAEBhM5cppJRzjOna9uZnZ9EQBvbxpkMJHj5CkVvLK+H90waazwEUnnmVYTKEz2M6pOVdBFTtdRNcsmBV0OeqIZBKA65EaNHBxT10Qki2GYKG4HokMkPpgpKOe3rQlbTgqXxMpXOgCQXRKBUhfeIgV6rdKfAJ6Ak8pxAWSnY6/E8oxkEj2RRIpGyes6UjCIFAjs8XdOjwNPkYIkiRimwXBuGJfDst9OyUk8Z9kc3dApqQwgbm4jXeTm7e43C+dIdbZQOnUWZjyBXl38990wm88U2zY7vCMRB4msSiqnUTkSQZnKaYRT+VEi+qo+OsKiZzhDNKvilMQdHBXJvEYyq5LMaaztjuF3yRR5ZdJ5nVLfx8/40rYIQbdMVcDF5Uc2cO/ircypD/FhW4TO4TT9cSv9aGlXmvoSay3SE82won2YMSUeSnxODNNEFAWcDhG34hipLGTu4GTYGdvWNyU+J0eMUwqpH2A5Up2fcChmEnniQ5b+TvtHYWIDGWrmh8gkVTBNXD55pJywRDatUlTh2KVT8h9FHRxEdHuQfDtuJBnpNEYqhZFM7vL3pmnSHm9HFETa4m2sHlzNwpqFuE0HYjyJaELYo9MRacHp8jKpbAqJfIJ481qSTz+FdvVX9tlYDg5rb3NAGEhk2dSfxKtIOESBaFojk9fpjWUxTLj2z8tJ5XW+OLOaeFZF002KvQrJvMbc+tAOeWU2e8dQdxKPX2a4L0PPlmHGzS4jmU6TiehUHe7Cq2dJS1n6zUEOM6cRfOxBCA+jX3spQiaL+MBjCE+9iinLuCdNwhEKETjlFEzDYGzxOPyz5yIYJr5jjsFIpXFNnYojGER0uxE9O98BcVRUkO/oRKmtYb+5dW32KbphouoG7eEUOd1EFkU03aRsxLOdVXWWbBrEMOH/lnby0ohA7vGTynljwwDHNpZxwwkTiWdVnJJEIqsxuz5EXzyLIEDQJRPLOhhO5cmqOk0VAVuT4h8gn9GIDaXJpmXcPoXerTG2Lh8gm1JJhLPMPKGOsTNKiA1lwITiai9q3gDFINfSit6fx9B6eGHoTWrkMqJ6kr9qT6OOqHBlt2zmtndMxl4dhCovxxcdYU3KnnoJ1+qNLJxQy1vFfVQPCwiZHGZ9NeOC49gabQHDwOsqwnfWOfStWI3/rofBMNCryg7sTbM5KImlVZp74zhlka/9eQXXLBrHvLElFLkd/OLlDiLpPK9vsKpYbehLIApw5oxq5tQX8V5LhOk1RYQ8SsGmGKaJZhiU+BRSOa2Qo75NvM4ElL1YWOwvMkm14FgQRUsFf7AjwftP9ZLLaARKXdRNLmbdEkulVs3q1E8uxtBMJEUctcPqCXyceqn29yN6fTtdZABoAwMIioIei6NFoyiCUHBUqIaKJEh0JbtQdRXDNKj2VePKGohOJ6W1fiRJIKtlyek5orkoCCCJEnHVclQk1ASipsPQMB5dJ51NFK4dE2MoRh4hlUb3ue3i0p9RDMNENQycO9FX2EZvLMvmgSSzaoMU+yx9mKFkvuCoSOSscqBZ1dKn+qg7higKzKkPFa7ROZxB1Q0cklCYo4iCpTGTylkVPXqiGRyi5cgYiGcxMVnePkxeN1jZMcxbmwY5flI5mmlS4nNy90WzCacsXbzl7cNohqVp09wbZ/OAtfgeTqsMp2OcN6e2ECUe8DgQBMtZYUVr/X1aN96dpIi4ZGkHm5RJqsSHLOfJtg2H0jofmCaegJNULIficuD2ySCC27/vNwfV3j6U6irYiQ3Ro1EEh4yeSOzklxaDmUH6Un0Uu4p5sfVFnt76NPNr5uNTRWuNkEqzatW7PBB/GYDfnvRbvLKX5KuPIi5ZBldevc/GYjsqDmHCyTxFbhmHaOVYhVM5tg4miSRzrOtJkMpbZXuOGFOMYZqU+BT64lmKvQqBvVCbttmRXEYjOZwjl1ZZ82YXrauHGI7GyWMJAHmKBd6LvsYDmWcBOPpvEeStW0hechrGzLH4ZB/GS28h9g2SPnIqZb5itKFBRJ8fBAGnL4jD5wfAPXs2rlmzEZ1O9OGIFea1CySfD8HpRCwuhmj0U78PNvue7uE0reEUhglexXqm397cz8RyH2NLfbhkiZWdUcr9ThJZDbci8cOzpjGlKsDM2iKOGFts7S6YMKbMg4hAyGvtHhimpWxdEXCxZTBJIqPZToq/A101iA1mcHodRPrSDHUlKa31MdSVYO2bXXRtGC60La3zIUgCpbV+tEiEbCRBsL6YLcObSW/8gIBazYbs+7TrA3yl+GzWZLbyfnItx/rn0Jnv56T3O5jUbmLc/jtSP7oBx0ebcT3yElLK2uG5LDKZ48edSGDtEAD+8U14ZS+SKEJex1tUhKjqlFx9NQM/+5nV/6pSbLe0zSdJjaR7dPdlMIG1XTH+/EEH582pZWP/jpPgeWNL8LsdTHIFOGZCGeFUjpqQm3hWJZ5VLaV9ScDvkvEoDqzkUnDLEuZIGojjIHFU6LqBmtVx++XCjnImofLeE1utqh/AlPlVTDysHNkpMdyXpv2jMGX1fjTVQHbtfIFk5vNkN23COXbsTh0VaiRCvrMLqbgYPRrFzOXQozGorUWPx+nI9BAMlNKf7Cdv5MkPR3BVSpR0xVFqapDLLKdjOp/GITjI63lGbjOpvBXRNZgepL1/Iw2iANEEicQQAdFD3EgTcySRhvoRTBADfmyJ3c8msYxKfzzLpKqdR+Lohkl7OI3bIdEylKLYZ80bUrmP9Qf6YlaUUzqvEU7pJEbK8GZVHZcsMZzOoxkGwv/P3nuHS3KV196/Xblz9zl9cp4cNRrlhBJCSCSBQQRjks3FljHY2Bj7Xvv62ve7jmDjhG2MwZkcZLJQAElIozyj0eR8cj6duyvv74/q6ZnRSGIwI6Fw1vPo0Znu6qqu7q5de6/3XWsJCMIQgeDAbAVNEQy1Jfj0vUd51TndzFcc4oZGxfE4NFflS49M8J1dM6e8n8tX5hEIhBK9N4DerMUPD0XX2rsvG+ZPv72bpUZAV9pkthylEF62sp2a66MIQbrZ6WFqCqrCWSm2mppyClERBiFuw6M03yDXHac412DV+R10DCRx7YB0R4zKoo1mKqTzMdIdsbPaTRFUqwhFISgWCPPtrcePE5gilHgTE6jZLGG1gvR9xFNEic7X54nrcYQQLDSiucJCY4GucgoMHYRgqikVA5irTLOibRXBzBwiGQP17M0Yzmi1ads2lrXc3vtiQcX2KNU9Di9UWd+VpuYE/NWdB3n9ub0cW6jx+9/YQ0xXGWiL8zdv3Uqp4bIin6AnE6MvG8NsZnAv48dHebGBbij4rmRxMmJ+jz5YBCCRcjHrVcYO380nvunjq9Bd3o69ZR3W1S+j6kWTCHfDCNbMPOrVV2A2ApREhtBuIHQDNZdtHUvr6MAdG0dqGkLXn3IwOg5hGOhdnZHedZmoeMHBC0JGmxFduyZLfH9XidjRQ9y+ZxaAt104QD5lsn+mwtsuGuStFw60ruFQSq5a03GisiCgI2m2FgSKIlCadTMhIpOpjBU89yf5AkUYSuZGy3hOQHlRsv/BGQ49MseVb12N2/CZ3F9g9QWdbLyyj0bFRbc03EaAPzeHPznJfL2K2rGeJX8GM/A5lBrj09Xb6NM7uILVDO2bRndN3l0zOHbVy1k9+s+Eg70oY1N07Z2jfNeDiGodqSoIwyIxNsfQ1k0YR3aCrpMbXI2Qgi4/gaWqWB1duJNTxC+6iOTb3kLx3u8T5nPExLIkbBmnoub6pCyNyWMRCfbg0SX8UPJv246hCHj5uijR47zBLPNVhzed3x8tikUzlpOIhGhPGCxWXTrSJoLIdf/kSqemKlHn5/OIHPWdACkl+7ZNs/+BGa55xzqmDhVx7YB1l3Wz/4FZBja0oVsaqy/sojhbp1qw6RpJ4/sh+kmGoN7cHGG9jtHXhzc/j2w0CMvl044pfR/3wAGUVAqhKBCGCMskKJci34rJScrhFFXh4AQOOS2Je/Qgi5UnyDbS+IkEWkcHo6VRJqoTWJoVERWA57vYQVQF/tqhr/Ff/Bf/0PlB0maGYqXBsNnLE43DlPUK6kIkQw2TieWOihcoGm7AfNVhrZStlJ5SI1obDLbHKTZJhkzCZKHqRMk9jk/Di3738xWHX/7Px7jlqpV0ZSxK9SgNo2x7zFds2pMmRxdrxHUNQ1MIQknd9Zkp2RiawlLN5fa9s3RlTK5b30Xa0kkLncPzVb6za4ZXb+7h8pXtrO5KUXcDMjGdiuPRnjApNSJfi56mj0QmprOhJ82KNoOlyQYbetIEYYmfu3iINV0pFmsO67pTLUmKEIKEoWPqP/l4konprXABp+HjNouRgRey6vxOhja1IxSB5wRYCR3DUjFiUcKH+mMcP6zVonl8s+DoHD2K1taGmjnVH8SbmCD0PGTDJrRPJPKMlcdIG2myNQgdFy0ZkYzScaiFkZmurp6QtFTcCnE96sCerkVx5hPVCbRFhbXmABg6s8UiKioBAXNj+1hl9ROWygSps+tbdkZExeWXX87rXvc63vzmN7N+/fqz+gaW8dyg7vp4viQT1xlfavDQsUX+4Ot7+M1XrmVsqc49B+cZbo/j+FGrZcMLuGAoF2UPA6mYjqKIU7wqlvHMkJ4HqkrgS/AcUBT2376PA7sbXH7zGsoLNm3nQsorMqnO8Hfxf6bh23xgR0DW05FDQwRLFTLvfRe5VD/7CvvxQx//lS8jv/EijK2XopRq6D29uEePIF0X5SRjLSWZRAbBaY8/Hcw1axBnkQVdxnOHhUpkhlt0PP7w21GCQyhrXDicI2lqfO7hcQA29qZ5xYZOqo7fumkX6m7UUq0oNHyftKk/Y9UyE9fJcPbjsl6MkFJSW/JJtgXEkjq+GzC+O6pOHNsxF9nBCFhzcXdkuGdYOHUfpV7AnpjEM+PUg3HGjzyMms9iaRbbag/iSo/fi9+M+bHPsHpqltUA/JD1Dghf4r75RvR/+SrebXehjU7i3Xglw696E4XPfo76gX3UpUN8x14SF1+M4UuCYoF2sw3pe6jZLGJ2FhkEtL/xjUxeuZpMXYCy3EX3UkEYSgIZ6beLdZe6G9CbPaFLt72A9qRJxfHRVYVCMxLwuM9NKOGcvgwXDue4fe8s63rSfGB9F7m4QdWJurkcP0QSVTXbEwampjLUHid8mhJ99nk295gbrXD7Z/bgNqIq8uHH5ikvNkh3xNh8VT/rL+1pmVYCZLviXPvOaP4cVFzUk4gKd3SUoFhETSQISyWUVJqgdDpR4c3ORvMKCeXvf5/kddchVJWgWEC6Ln65jG3PEmSaMpK5JQyhUJ2Zxk/HUZpFiOnaNHE9jqEaPDT9EP/w+D9EEq+T+iNCQo4qS2wxOygFVUasXrJukopRQZ2LoiK/pe3l1crPnNXPdRnPDapuJPWeLDbYMWOT77ep2D6Fustge5ypYqPZdW0gBBRqLjXHR0pwg5BDc1W8QHJkvkax5rX8HlKmzuH5GofmakgZsmuqwrkDWT55zxF+9qIBejJRB9XhpkRjoeJSqnv86/3H+NmLhphYikjP157TS18uGnMsXaXu+mTjBvmkwWzZRlMFFw63cf5QjvdeEXkovWw4ySOTDS5b2c67Lx+hrWl6KYjmLSfLXFIxjbMRUnjymqiyZFNZbLAwHp1bW1+iJe8K/JB0PgodSLVZ6NaZ30/Dep36jh2Yq1ajd3USVCq4hw8j4vEWUSFdFzSNoFKNvCcE4LqtfRTtIk6jSnH3IdIiBt95iPglF2PPzrA7tsBIeoTORCcAXuBFHRiKipSSqWokXfvi/i9S82r81cCH6CLPrLfEpvgKHq8fZL44CUfG0CqNnw5R8bd/+7d8+ctf5q1vfSsrV67kLW95C69+9atJ/hhuw8v46aFYd3l8vIgfSnoyFnMVh7mygwRu3zPLgbmoRXP3dJlC3aUvG0MRcPWajmZLIySM5UnqjwvnyBGCWJrFqkG8PI50XQ7urNJowANf2Q9AOrFEuxLwbeURpCu5QGzmvKM74NyNqL/wVipulRUdK1CESirQWbQXGOgaIbmyF4BA1NDacjhHACFRTup8UqwoXkn6PuJpvClOxjJJ8fxHGEaGUF4QcmyhRiAlI/kEB2YrfPz2A8QNjVDC717dRUPPcMFwGzFd5cLhNtKWzqa+DIWGgxdEWlEvCIk3Fw1OEJKNGU8Z1bWMM0dlyca1fYyYhlP3KE44HLj9AADdK9I4jZBkAiYOlFBV6OoArTCDV1EJkxl0FWK1SbKr25iszmA5KlbZRtu7E/XW2ym+PcvlxyyyX/l7kJLa225As33Mr90Bd9yHzKZxVvQQu/RCvG98D4D0Ndei9/Rirl1Lfds29O17od4gec01CFVFej7aUB9qOo2aSkUkp+uhqBYZM0suVCg800kv4wWL46RE3Q2oNDz62+KML9WpOj6rupLsmioRhJKUpaEpCtOlBvMVh0sSBpOFOv9y3yh190Q7eMJQqbkBF6+Ioo0vGmlj60AWIZpxxnGdhKlxdKFGwlBRFUFn2qJD8ozx5tmYTvh0LMZPAeN7FnEbPhe+epiZIyWO7JgnDCRrLuoCaJEUQaWC0DSUWLTo8t0AM6FTt5sdbfU6stFASSQJqlWCWg3FsggqFULXRTlJshmWSgjTovyd71D83Oew1q3DGB4GKQmrVbx6FVGuImWIqZkwMwmpJLJo48UN9IZNad8ufK2Ka7lsm9pG3a5Q9+tPeY7HvBk2y9XkJitct3eC8etT3F/byfDcJK8CHjUnefVyStgLEpUmwTZRaABRGpgiBG4QYnsB+2crfOTLO3n7xUPcdG4ve6fL/ME39/BzFw9y4Ugb44XoN3N0sUY2bnDvwXkcP+SKVXnaE5F55c6JIn9x+4FWlOhIPsFbLhjA0lT2zUTrjrmKzafuPcKuqTJpS0cSySm6M6d28Tt+SF9OJ9skHxKmRjam86Hr1pCJ6QShZDCjc+svX06x4ba6REIpUYQ4zUcibWmE4dn7PKWUNCouVlxn8kCRbHecdPuJ2HYZ0vKzSedjPFMrUlCtARI1mcSdnsY9dJjQdQlqVXQ68ebmkEGIrEffQVir0XjiCfSREaRtI+JxhIy1Oiq8Shl7aQF3ao6wVkN9fBLns1/G2rSJpYNPUBnWWTIyKEIhYSQIwqDVcVuwC61Oq5pXQ/ckT+y9mz0rhpj3ilyU2MgRe5J5rQG2G3Vv9p5dT6szmpFeeumlXHrppZRKJb7+9a/zuc99jj/5kz/hVa96FW9+85vZsmXLWX1Tyzg7CEPJUt1l71SZhKlhqAoL1Sjn/DibuX28iADW96R5dDSair7r0mHedH4/FdtjruKQixs/luHMMkAGAd7cPEt2naCtm/psiel5Qb0BugbVckC+G0yvijQsDvmjrFKHef/SpSQa2wm3bMCXAaZqogiVoFSkLzOIWdJJ10JCUUMYBsKKDDIVXSf0vFOICmFZoChI10FNLJOKL3QsVB0Wqw5ru9PMlW3GluoYqsJs2eb+wws8PhFVuVZ0JOhMaowMd7Ze+7LVJ24cCgqDbTFGl+oYmsI5fVnGFmss1Vw29mYI5PNnMfBCQBhGZK4QAhlKinN1ZCipFmwURWHugE29HKIg2f/ALO1tgs0XpNh2TwXHlgyuTlKdXkL6PmGiQnsqRM+kmP7+t/G//h1SH34fS2aAc9d36B+b47w7q2zc24B8nvIvvpGu4fVM12YwduxHHB3Hu2gzPpLsz/wMYuUG3JhGejiKlTZXrAAgdddjiHgMc8MGZKOO0d+P1tHZ0sRrnZ24Bw+CZdGf7AO/skxUvEixWHMp1V0SpsZM2Safilq2pYykXjIEKeHR0QJxQ8X1oySAxarDX915iENzpzrH37Cpm9WdKS4YylFxfH756pUIwNTVSEbakcDUVQ7OVUjHovuVEOJHejh3pp9f8uPFqRpmXGP4nDzpfIzxvdEV0jV8qubfWSiA5xEbGQJVwXMD2jtiFKJuavxiERQFoUfmdtJ2UHJRVGFYq51CVAS1OkLXcfZHhQ7n6FGM4WGEquHPzuJJHxGGtLk6BAJcDxIxRCZJTfGJoVM5uA8xYPKDqbv50tFbudBa+7TneNSZphzUuWpnwOpHJ9m6doRDvR6zpajCaqVyCHWZ2H4+wvEDak5AwlRpuAFJU+PQfJUwlKzvSVOyHWK6StX2SRpqMw44RBWC6WKDfdMVQgnf2DnFG7b2cXSxxuhinX0zFVw/5Mh8JEU+Ml/j2EKNP7st+k023IDXbulFEYJtRyIPg52T0dzk8FwVL4hSROpND7wd41H0aNLUuO/wIt1pk6H2+GlrjlBK0jEdQ1PoyVqoIvKy8cNosV5suJSdAFUREQfQlJdFxRjtNLn62U4rC7yQ0JdUqw7F2TrnXjeAa/sIISKCQoBmRGTJU8WUngxv9Bje7BxaRx5/cRE114bwvFZKR1ipIOJxZJOIcKemCKo1xMwMIFETCaTvI53o+erYUdQ9B5G6hpfU8SYmAbDnZ5jP+LQFwxScAgWnwGBqMCI5gUOFQ/zxQ38MgC40POlz/XbJdXc+xPvf/yhBWtClt9Gh55jzCtAeg0qNYlJwNlccPxYVmslkeMc73sHv/M7vMDIywle/+lXe/e53c/PNN7Nnz56z+LaWcTawVHfZPlbE1FRMTUUIQS5uko0ZHJyrEmsayVy3votXbepuve6atdGixg1C8kmD9uTzq+Xy+Q7H9nCLZdyaQ32hhLtYwHZgctpDVULOuyRBKiuor9rLVxc/D1/9PDd8d5rXPBBg7NyO1FTYuAYv9EgYcWQQDejZrRew6tqbSG/cQug6hI6Dmo3avtS2NsyVK05J9RBCoGaySM9DMZe/wxc6JpsxXGEYuWRnYlF1IRcz2DFeat3YLx4+ERkXmVw5LfMpLwgxNMFwPsElK9q5cLiNpKnRnYnRl4sRM9TljoofE6W5OuX5qF3VqfuEvsRKRIkeds2jNO2xcnOWC8+V9Lc12HTw39CKM1x0WYItmwXtHRpmLkXf+g4ajUPUnRn8mRncz3wWdWaBR7789/x77fss1CJd+KUPlUnUQoKffyNKVwftsXYQYK8fBqB+wTo0qRBPZElecQVt51+C1pRtqJ0ReaUsldBXr4IwRInHTzPu09vbQSjIIEBT9GgRudxx9aLEQtVhqeZScXwqdmSwJ4hIipmSTTqm0xY3yMYMak6AF0riusa9BxdOISkG2+KkLY0Lh9u4fFUeNwjpTEUTXgl0pS1ycYN80iQT0zlvMNd6/oWGMIjMcTOdUcW0rTfBq27ZzPk3DtG14gRR4dk+ft3FnitQ270Hd24egcA4qe3bn51DxOIIwyCsVJBhgHvsGMKK4ezbR2PX7ojAkJLQtpGKgnMg6tAqfftbTH3kI6Ao+KUS1aDOPjHL2K4H+PNtf8KcjBaIhmpS8crYSZMZpYJpB0zNHwFgzJulXcsgnlTiTSlxHqg+wf+b+jSrpqL7x7odi9H5ViSeCulEGzxPzE1f6qg5PuOLJzpjpooN9k6XmSna7J2uMFOymSo2mC3bHJyt8Cuf3cGO8SL5ZHQNZiydu/fPs1Rzma04HJqroggo1j3uO7RAw4nmocV6FFF6vKOi4QXcc3C+ddw908cjbiX3H1445T3unCzy1k89wINHF5mvRGaXoQRFwM9dPMhC1WHXVJmR9lOlA0EoUYUg2ezsHmyL052xiBvqKb9aXRG4TUmZpij4ocTzJamnMP9/sg/OTwqv+fksjEedIr2rswR+iO8Grc70MzLNDEP8pQJqezthvYGaySJUFaHrhNVqNA7UaiixEx0TYakUmWNWovFYBgHOoUOEroeUEqdWRKaSpDt6SRsZgumIJZ0Z24enSsyaSxAG1Lwa8/Y8Na8GEj6585PR38AGtR+AdVMCBdgwFo0JXXobHVqOeb8I5SpCSr5p7iOUZ69d5YxHmIWFBT71qU/xyle+kg996ENcccUVfO973+P+++/n2muv5Vd/9Vef8fVBEPCnf/qnXHLJJWzdupUPfOADLC0tPe32n/70p7nuuuvYunUr119/Pf/5n/955me1DCBiNk1NYXSxxrYji9hedCFNFRscW6xx46Zu3nPZMO+5fJjzBnNs6k3zp288h6SlUXcjLdq6njSDbT9aNrCMCFJKdu07wO5/+SfmPvIb7NnlcudXZ6jf9T0K42Wy83vR7AP0nDfDntoDDO4aI7tnP9fslJx3xz70H26D8zdT16HuNYjrCcJqBb2vD6FpCEVBjcejuEHPRWlGkpmrVmL09Z32fsw1q4mfe+4ZeVT8NLA8Ljw1XD9sGUZB1DK9VPMIJcxWbGpu0NJblhoej44WePXmHj503Rpu3NxD2Q6ou5Hx1WBbnEK96WHRcOlKWwghsHS1lSHeljAYyT8/fyPPdzTKHsW5Br4bMDtaZtc9E+z54RRLUzUe+uZRVEMw3BeS7bDYULwT9YkHCD/22+gf+zXa/+aXcf7uT0iZHoHi4uYcFrUqc3/9V8i4xYENGbY+XGD33E6G5wX7+uBbFwh+8KuX0+jP02bl0BUDSzFRb7yGjt/7HfTBQfKOAeUTqQthvU7oOAgp0bqi1vT42vURiZk4XU8qdB1jaJCwUm620ArQnztfkuVx4blBGEoWKg51L6BU9/BCyVTBJm5oZGMG6ZjOjqZsVFUE7YmIGE1aGkcWognscUO74fY4f/22rQy3JyjWXdwgpCcbw9Kj+PPerMWmvkxL3tGeNGlLvjCJCtcJqCzaZDpOzI0SWZMV53ZE6R9VD6fm43uSTNwDQ8dxJPXJeSSyJQsJXZewUkExzUh6GYaUvvIVpj78YYJiEXQDb26OoFSKvCmQeKOjrcqqf/QY7pEjeGNjSNfj08Vv87HSl/lX5wc87B7kNwuf4c+n/wNRq+Pe9yBHy0dRDJOYHTJtR7Gxc0GJvJYlr2UBGDF6AHhtYy1vvTtgtj7L8BxIRbB+d5XzD4bky7CQhm7jRKrAc4HlceHpUbE9JosRYe4HIROFBrYXMF6oU3c9ji3VyVgGacvgnoPz1N2AR0cLrcX6RKHBv24b5f7Di9Qdnz3TZS4aaSMb13n4WIHZJrFQbHgcnq9SrHstkuBbT0yTNDVetjrPnunonvH4eJFi3ePyVXkgMs2tOQGuH3LH3lnmq07rva/rTnPNuk5y8egeM9SewPYCig23ZcKZT5mtsSNuaM1kIBVFiWJPhYCeVGS4CZEELQglbhC0CI5nE/WKy+HtcyxO1tAtlXim6Y+hKLh2gCjMRdd0E36phPek365fKsHiYkRsqCpKIoFo3neFqoIfIOt1ZBBGxEWjgQwCwkYDYZoQ+Ehg6V/+hZnf/V38mWnwfRrlIkrzM9AUDTkdXfvh/AJGLAHFCrqq0x5rp+pUmahM8NjcY4xXxvnFDb/AH2bewZpk5ANyzlw03m8ZU7nx4ZANf/xV+vwk094CXzvy9eg80jEUcfYIzDPa0y//8i9zzTXXsG3bNj70oQ/xgx/8gF//9V9nYGCAWCzGL/3SL7GwsPCM+/jHf/xH7rrrLr70pS9xzz33APCRj3zkKbe98847+Zu/+Rs+9rGPsX37dv70T/+Uj370o9x3330/5um9tNHwAnZPlvjNr+zkj769l1/7wg4eGyvw/s8+BkTGeleuzZOydCSSD79yLRt60lSdKIIopqtYuvqMutFlnAq34VMcm8C//xEqRiczi9HgsLB/FlvJkC0eoPbETnK3/YB3/dWjXLxfcrhf5Q9/eyXBulUAyKsuxgs94loMS7WQQYDeeaKNX7GsqEQlJWpT9/p0/hKKYaDl88+Y+PHTxPK4cDqklByYLfPIsSUKtehmPlFoRBUAITg4W+GBI0u8998e5gf75/i3baNI4MZN3Vy7rhMktMWjzogomjRBytSZr9is7kwx3H52jY5eygj8EM/zUVRBYbrG/gemObZzkd0/nOLOf91LcabO8EVJwkoRd2yMcN8u6OjGuOoViKFVaK94HRzYRfVfPsnCXbehmgbqbffij41TeNsr+NRldYwAXvVwSLYa8tBahX99hYrS30soQ7JWFoCeRA8D2RHim7YwmBmkLRFNDo93Y0m7QVgsoHXk0QcHgcg89+mICiAiNGTkCq4k4vAcatGXx4XnBjXXJ2imb9RdH11RsP0oDSCUko99bz//5+u7+fzD483FwIkq5PGYwstWRr+1bDxyvz++TykhYaqkYxpxU8PUVOIvEq+rwnSdMJCtjoqT4bsBmq4Q+CGqJjAVFy2RQE8lCG0HNfRbc6qwUkEKCJ1onJcSKnfcCYA3M4NiWaipFEGxFMWWPv4407/929Hza4dbx3THxxGaxngQzcN3N44QVyw2x1fycG0vhTvvIPHP/4WcW8C04shqnakgWiRJJGk1QY8ekQ5vyb6CP+/7AK/eZfAz90uu3inRA1i46XKUnk4+8jVYOa8ynxF0G/ln5wN+GrxUxwXHD5gtNZ5xm6W6S9X1cfyAw/NVZBgt6B0/JG7ouH6AoUWx5dVmfO7jE0V+4V8f5rGpOgebXnXlhsdSNZJ9b+nPsnUgy47xAlNNEqTU8MjGDCq2z8qOBLm4Tt0NWNOVZGNPmqWay1zF4bu7Z0hbGr905QrWdqV48wUDQNTJ8OhogbHFOv1Ns8xzB7LEDY2/edt5vOWCAa5e20HZ8ehImizVHbxQtrY9GUII2uIGZdsjYWikzIic0FWFhKnhB9E4lI4/+yT7/gdn2HvfNKO7Fsl2HScwBem8SW1yAWbG8U8iJrzxCRrbd+CdtHb2JyfhyFHE03QpSSLPG2SIOzoKQUBYr0MzHhldR7Fi1B95BICwWiN0XI41xvn3wvfwpY9abaBUo24Ys1THspLgeiSFiaEa0RgvVG47+l0GU4NcnbmAlVoPW+JreU24mdhiRFBf+bjHu+8M0aYWuHxXQEZNcGguUlYk0md3XDijmceKFSv49re/zWc+8xluuOEGtCcteoQQ3Hnnnc+4jy9+8Yu8973vZWBggFQqxW/+5m9y7733MjExcdq2Y2NjrFu3jnPPPReArVu3snbtWvbt23eGp/XSQ7HutgaS4yg1XL746ATdaYvfedV65io2f/ydvUjgEz97Hqs6k63YQT+ULXZUAB0pk7ZlycePjYW9xwhmp4jNzzDR+zIgan8a778WgEzlCLk7vkPivntQQ0l3EVZsuIw/GH4f9rtfh/eOmwhWD2JWHFbRQazmoebaTpV0GAbCNFATCZRU6qdwlmcPy+PC6Zgq2sxVXNKWzoHZKhXbY2yxxhMTJQSCYt3jH+4+TLHu8Zd3HuT2vbPctKWXrrQVdUIhaY9pbOzL0JeLcrCH83EG2+P052LLxONZgOcEBF7I7LEy93/lMGEQUis5zB4tkx9I8pr3n8NFN/TzinetJdcJ/hc+g/9Xv084NY644Cpy7/l5sh/8DcLr30x4xTU0tt2P/4//Tvz+3Vi33Yd74UY+1X+I0Q5JfTDPG++P2izHmlYjbWqa1bnVJLSoCyajp9ErdcJqlXhoYGSy6H19UatoGIKiEDvvPIzBQaw1qxGWhbl6NXCqAe/JUAwDra+XYGnpOR9nlseFs4fjOu2nQqnhMbpYp2x7/MaXHufoQo3xpTrv/8/H+J1bd/HAkSU6UiZff3ySt33qAe7YM8sffXsvo4s1ZssOCUPlnL5IfpiLGxia0tKbJ81Icpq1DFIvAjlZWK+3Wq3nRiNJRTytt1I/jsNzQnLdCWJpg0RKQQFiCYVUWkVRBbpsOvE7Ds6Bgzj79jP29rcz/9d/TVAucdzhz5+Lqp7CMKL4Uceh/J3voHV0kPqdD9O4ZBOySR6WjuyneuwQv/g3R4g50VhxZWorv9z5JhQUnLFRAJILNVAUCmEFW55IBMioCXqapENai5NSEmhjMwC87YHouxPnbkL/mdcggpDuBZ/FNHSZZ9c070fhpTouFGsuT0yWqTonfmtSSqYKDUabC8dCLepwmCraTBYbZOM6SVOjM2WRNDU6kifG+chAEwr1iJD4zoEK+2ebKRw1l/uPLKAIuHxVnq0DWcq2z/2HI9nPUtVFVQRLNZf2pMl166MiWnvSZENv1OH7y//5GNuOLHLd+i6ycYOP3byF15zTwxWr8vzK1avwAokbhJw/mOO69Z1cvyHq8svEdH7ukiGEEHQmTdb1pLlguI1zB7KtlLInI580mia9BqYmWmaclq7i+EEr2vjZgr9UIKhUcGonvptsZxx3bgHFqZPOGqTcOeKdWYKlyMdGBgFBsYCaTOJNTxPWaoS2HfnV5LIo6VMjR52jR5n5/d9HOjb+wiLFL3+F6Y98BG9mNrrHN/03pOdT/MpXCOYjKU5QqSAbdbbZ+7i7up3D9iQcjRLgpCJgoek8JYHFIkhJ1soyWZtkrDrODWxEHDwGMYt2keRNzqZo8y3N9M+tm5ADvfRvO8rHBz5ERzkaj3KZE1YCZwNndPdIJBIMDAyc9vgnP/lJfvEXfxGAtra2054/jkqlwtTUFJs2bWo9Njg4SDKZZP/+/fT395+y/ate9Sq+8pWv8Oijj7J161Yee+wxjh07xste9rIf+V4dx2Hv3r0/cjvbts9ou+c7bNtm1+497Jq1CaRkS3cMVRE4fsgHvz7BdMXnXVtzdCllzu+N8cB4nY2dFl5plrFGAAIKpkLVCZESFgwFP5DkOi3qUrJ36dmvor2QvwunFqDqAs1QqJcrTD94mFKwRN/8EvOrt5Iv7aKh5aklelGxCTsMRDGgkW9nRl1kZBaW2tI0pqapelUY6UAZP0qbozPdbsLMNOgGPPnzKZUgk4Fn4ab7XH0fy+PCUxzfC9k11yBpqFQVQbHhMzqqsHfe5p8fK3DD6hSpZqzdL17Yxtf3lVmXN7miR7L7wJGWw/XqLE95HvteYI6IP+3v46nguyHlaRdFF0w8Xmdpymbbt/bTuyFGecGm/9w4MwuTUDxGoWESHt4Pux5pvd4Z6WZ06gBCalSWdAoXbyS2Ik73576L+u9fI7QMbn1Zisfqj3CTuAR7i0F87C6kqnBp15WMswOx5DPpTqHXbfCDyPEwl4PpaVBU6O4C34djR8GywDBgZiYq2a5YAb/1Ecbm56BYgmQSZmef+mRrNZicgHgMO5FYHhdegCjaATMVj7V587TzvedYhT++e56tPRYLVZdt+8aYKkftw3uny3TEVd5xTpqP3xdNfP/6roNIwHPq1N2QnKUQVhc4vzdGh1pjcXqcsh2SzOnYvmSvPYfjh/ghZ3Uu8Zx8H74fGXUc71acnATHgRUrOLyrCMDS3u0UR2PQkUdRo3mAV25QcS3QdIRro4yPEaYyCAG1mk39iMOSVsU5cIAxgO/fBUDtnnuonWRkvHTwAEtr10T/KJZg/344fATnNa9kr15BHepn7tfeQu+X7oJDB1mSLm2LLiunFXYNC9obSapPHOZXtunExqNFZnn/IaodWY6UD50y+xd1SaeSJo5Jfb7KLA3Sx8YRQLLk0hjqZSn00XWT40uoUlqjvRTi5M/sGvpJ8XwcF6r1Bvc8vJOO5LNbsT+wYFOwA+5YnGJtPiIcynbA3nkbTREsdlocmW0ghGBuKrIN+fp4nS3dMdrj0RftBZIfjtY4tyfGgckiqoBAQlwXzFZ9btsdEVNjC2UOzJTY2GkxNTGOYvuoIurQhijO/NCRI8xXbIbSgrUpnUsG4pzXLqktzfBz5+aYKntoCpyfDzh67GjrPN68zkTKGhcPxHlwvI7mV7mqN055YYqJyQAkpC2VUiNgRZvB3sp067VTT/PZSClp8yW1uSUCz2GhMEndUAiTGqNzDl0plX3+/NO8+idEEMDu3ZDJMD16QjrrBwXGHpzESJtUi2lYmqYcZGCsDDELGg0YHYN0CsrlaB+JBJQrOJbJ6OixU4/zu78LjsPk7t3RffyuqDFg5uABsEyYmYU9e6BYhG3bWi9bHBtj8fGdHKtMgQoLt9/O+v86CEBjoBtjboGvj93Jt90H+V9Tr0VZvZowEePe6e8jpGDE6WfKq0K9RtWvktt3iDgwff3liFdcRpBJoW17iO5v30915yGuOKSzkPIxZQLbc8/auHBGRMWnPvUpbrnlltMe//SnP90iKp4J1aae7slxpul0uvXcyWhvb+eVr3wl73rXuwib7PL/+l//izVr1vzIY5mmyfr163/kdnv37j2j7Z7v2Lt3Lx0DK5hXSwgBvf1Z2hIG20cLTFeO8b6XreC1W6Ioy59LdfLoF3fwMxeOMDLczlLNJWGo1L2AVQkDxwspNlyG2uOs6nzuKmgv5O9i+nARI6ahagr79z2IqxvMHWojNnwjvh6nb/ReZjsvoJboZaLvABuHL0faZY6952q2bfs8Q3dB7qKt5DIpyk6F/lQfk4tHGW5bSfdFlzdNeE6vgMt1657y8bOBM/k+zsYAtDwunI6pQoOyWaEtEWm3a45P3fW5f0fkqH2kLOlIauSTJtedt5ZXnH/iN7BUc1AUQSglKX/hBXtNnYyf9vfxVFiarpI1HEAw9egRwKYw5tLWHk3hN120goQVYBciVmhp/15QNQY+82kWdj5EduMaZhpzqKbG6q5uDlWKGKvOY9+ubWx6dJGjr1jPnuwiQ0E3b0teSXBlgH/Z+SiKwjWqyjXiMsoxhWG9DX1FO+bqVQghCG2bxo4dSCC2eTNqNkvd8wkdJ/KwaU7kG6EkbDRACERvL/GtW5/2XKWUNDQdc3iIA9PTy+PCCxDHFmoUpst0DORYmDjaOg/XD/niob3APPsXI133oaLk6ILNpSvaefDoIm+8YIhrzull/cohto8V+LsfHEZTBI/P2Fi6yua+DCNDg3xwWCCJ0gSKdZe13elneEc/OZ6L78Mdn0CYRkt2WXccgkIRq3+QvY0K8Th0tedIGB7mih4anoaV0KnsO0x/Lo01MoI3O8vSD+4iuX4DjcceQz/nXFQhsXp6OPjYYwxtPofxAwdRh4bwRkfRjx3DEwI1n8d0XDqHI124v7RI5Y47KAHmtRfTE1eIqyYlt4I63Ifx6B70gchbYmQGdg3Dhd2b6fry1+jeXWudU6Zqk+jp5Fb1PqhAQolRCxv0Zbt5ZfpirudybL+BmC+g2C6ypxPmFjDf82Y6u5IMp4ZYMnSE6/HqgeupDo1gWj/6GnqxjgsPP76LeKaX9cNPX6j9SVB3fUYXa+RUl+GYzmLNoXewjUxc5/BclVVJGz8MUeM6uw+Oc/nKPHFDZa7icOueJwj1JNd2dNCXjfH739jN7qkyS77BkivYOphDVxVuOreXf/j+fo4Vog6b+VpESNywZYjuvjS9Aq5bUrhtz2zkjQYoqU7cYIqBrnbWruzhgg06ZdsjCEPWrzJPMams2j5uGGBpKl4QkokZ/M6w5InJEl1pE01ViOkqvUokG8vGDIp1l40D2VYU6Zli7969bF7bi64prOlKcU6TXLH0s99REdZqOEeP4nd1oRgGjzTAiikIVbBqMIWs9pNOeKQUgbJpM0JVCQpLxIaGCIpFXMdFzWYJSsVoh0GIzGSYWFyk/fAR4uefT1iv03j8cZaa0rCOWJzY+g2MNTvk2uNxYqk0Mx//S/ypKZThAU7uncvEYsTqNa65bZy9V0qG7jvIeB7ib7uZ3LElxDfv5Mv1O/E1QbVHZVMyCUFIuT5Ft5ZjZHA4OlcpqXlVTHcn0jToWrMS0ezmqlx5IXz7fjp37KX7SIOvXxXj0vxarHj8rI0Lz0hUzDarLFJK5ubmWrm0AKOjoxjGmf2IEk0N7JMHk3K5fNqgA/B3f/d3fOtb3+LWW29l5cqVHDp0iFtuuQXTNLn55pvP6JgvJZQbHrqqoArBfMWmLWEw0ZSBrO85MWEYak/w2fdegqVHA0ZMV8jEdebnHDb0pCg2PBZrDt2Z07VgyzgdQRDiNgI8J0BK8BarPDFdIe4OMTo0REpOkyvso7ziXADua7uNtbFXkP3N93Fb5es8cL7C665+HxldRZSrqGpAPtZBKg6x3ihG8OnIiGeLpHgu8VIfF2qOz1SxwVB7AqPpBj1fdVCFwifvPswrNnSxoiPJvpkK+2cr9GVjHJitcmC2yrXrOk/5DfhBiKYq5JMGVTtACV74v4/nK+yaj6arqLpCca5Bvj/J4lSNg4/M0d6fxLA0yscmYH4RY6AfdWYSbWAANZGgvL6fxsx+Qk2FSgkj5qLVy6hGjn++sMbLheD+cwocbszw6uQlkIxTW5pFtEUkiFFuoCo6esNHa89irV/X8qeJJpFRzKOaSCCEwBgZxjl8GPWk60nNpAlKJQgDjDVPH00I0ThjrV0TGXVNTz/jtmcLL/Vx4WyjUI9kZIfnagR1n73TZUbyCSq2x4GZSJd+PCrwaNMg82cvGuS9V4zQ0Uzl6E5bXLe+i9myzabeDH/wzT14gU9nysTUFbwgRFMUcnGD9NO0aL/QENZrKERz3uNO+6gKjbklKosNkkkFNZ4gm3PQKGEr7ThVG90pE8y4yOFhCp/9LEv/9Glq9/4QZ/9+uv7v/0Xt6cEdGwPLwjl4kLBaJff2t7P4yU/ijY+j5vPovb0t6QeAmmsjrNURlkU9rmGoKhTLaMJHGehF3PsY2pEocvCypXbO6X093eNVxO6DrX1IIWB0goe3f5t70tu5KXslh51JdjUOs/qhaZTv/QnapVtJHB7FOzcaF5x3vR6jrQ3ZlkV4VUwtRtCTRxudRs1ko6z15wjPx3HBD8BxfLwgbBlTn00Uax7HFurEDQ1FCGK6xmSxTiaeYb7iEDdUvECwf7bC5x8eJ5TwjkuG+I8HI6nPvQfn+cbjU4zkExxZqDHYFueHhxaQUnLpinbeeekwALdc1M5dE5JQSm7fE637NvVlkEhSls7rz+3j2GKdNV1JvrFzmj/89l4UAeu7U+iqguuHhFLSnjAp1N1WoQXACQIEzY6M5hJSCME5/VkWaw6aIqg6Puf0Z1mqOSxWI8Lkv/t5pmN6a636bBAUx+HOzuIXiqjtebzFJaqFgKE+yaYL0ki3hm0YWLkYiqW27tESCOp1glIpuqdCdB0BQa2Kompwx50sfvGLLJ50LGFZSNvGX1jA3rWr9bgMQsJaDX8q6jcJj42f8h6lbVPbto1zH6/yD49HXg+feLXC1Wvz5AITIeHDXwn505sVjrHIpoUiBAFj4SJDVk9rP17ooSs66mKRoC2NHTjElRhSSmQmBQO9KPc9ilRVXvPaD1Fz62c1JewZfwlXXXUVV199NbZtt/6++uqrueqqq3jPe97DO9/5zjM6SDqdpre3l927d7ceGx8fp1qtsnbt6ROl3bt3c91117FqVVQpWr16Nddddx0/+MEPfryze4mg2PAwNQVTVyjUPCq2x75mRFB70qDU8Jiv2gShbF24rh+SjGmkLY2ebIz2pEk2bjCcjy/HE54hPDsAIQkDCUjc6gzxmQ4yxUPM6V9jbMsPqd34GtRXrebe9f/KQnKCaW2OH1a2c391J29qvw41l6NWKeBl48QUi6BURJMCLZv7aZ/es46X4rjgBWFLZ7pUczk4V+XwfJWq47N/pkKx7vHV7RN884lp/vz2A3hByOceGqMjZfIr16xq7edlq/N4QdiKHa26Pl1pk46URVvixbFQeD5ChhK77jE/UaFedrGrHv3rcgytj4iE4RGN0HWJPXwbwcf/N86xCfTFaayVK5CENJwaqqZjnXcu8bYOFuMhsreTx5YeZzzns/2mdRwIpwgI2cIAQV8XqmkSeh6KBEeEBCqYwsBat/YUE12h6whVQUmlEM0igt7dTeLii1EyJzSvSjwOYbQwVdM/unNOicVa1ZPnAi/FceHZQhhKqrZPytKw/YDDSy5zZZtdEyWOLdQ4OHd6JTphqAy2x+lspgMdh64qvPuyES4YbuMVTU153NDoSJkkLR1LUzE0hdizqAd/LnGyJ4V0XWQYopgW9bkitUpAMqOiaQI1mSSYX8BcmqC65xCGCaHnERSLBIUiAM7+qCPO2bMHkASlMlgW9s6dIATxSy9tmdrqXV1onZ2nEBV20MCbm0Xr6MAJXVShgqKQwEAdiDqlRNPJv2u6web4KsJtjyINnfqlkVSiNNSGmJjhsk/8kM1OB2/Lv5KsmqSjKFnxtUcRhRLqt3+Atv8osS98lzCbwulrg/YcIRINFU1RCXqbvhS5NPJZXAg+Gc/HccH2Q2wvwPHPXhTjyZiv2rQnTNoS0Xhuagpl26fhBth+gK4qxA0N14vmAbNlm6rjc9+hRWK6SqHuIYEjCzXa4ga/feM6BNFi/sLhNhabZt0xXeFXrlnFpqbHRE/Goi1hIICeTIy4qfKxm7dwwXA0L52rOLz94iGG8wliuoobhJG3XfrUFB8vCKO1iaYShhJE5Itz/LgCMDSFIJTEDZXOlIUXRPGixplEeT4FOlIm+ecg9jgsFKJUDiGoeRphIEmlFWS9TuC6aIaGmTBaRvZSShTTIphfOIWoOA41kYz8oqYiwjH71rfS/ou/SN8nPsHgv/0bIhbDX1rCO6lgEJZKpxAXEJnsam++CTWfJyiV8J2oaP3oGoW7zhHct0Ew7S2wvc/lnms7OO+I5JzFJAeccfY1jmErAXN+gSGz6TPhuPD4XmIYKIslwnyWoFGHICCQAaZiErsqklPJ//EWyKQi/4uzSFQ844r0zjvvRErJ61//ev7rv/6r9biiKLS1tWGaZ/5jePOb38ynPvUpLr74YnK5HB/96Ee54oorTtOVAZx33nl89atf5eabb2Z4eJjDhw9zxx138IY3vOHHOLUXD8q2R8326clGnQ5eEOIFIYaqYHshB2cr/PWdB/nAtavpzliMLdY5NF9DFYJMTKdQcxlqT3BsoUYubqCrkbP3UCxOPmWRS5gIEUWPtSeWDTSfDrWCjVAF8bRJGISUFxssFUq096QwPLAfOwLxlXiJR9hz8TQTwRy3naNR9L4N2Wgfk8YCe+oHGDF7eYN1KZXAJmOkmOy0GEmsQe6dQ+vsQE2+NJIZXkrjgh+E7JwoUncDLhxuY7Zs056I2hxzzVbOqVKDW3dMsrozycG5Kn/07b3sn63w/qtXsaE3zXsuG2ZDT5q+XIy65+P5USslEvpzcSxdJRfX2ffMIUzL+G8gCEICN2TXDyYZ37NErisaj1NtOu26h+lrdOhF/BkBD98PUmLcdyt2vYYxPExjaR65VCTWPwixBGxci3DKlBpFHjl2mIyS4De6fpY7Kg+zWJ1j3fB5NJIabf0rcWemSZl5anqdWdOht2MlypPuv0IIlHQarf3UyMAnJ/4I02rGm2mIpzHS/GnjpTQuPJuouz5feWyCV2/upSNlsmAotDWrnvMVh7mKQz5psNA0yAvCSL6hNAmKqu3jBAGqIsjGTswNbrlqJf3ZGOcNZVsdFI737CzWfloIGw2EHp2ztG0EIEyTxX3FKNEkpaPrUfygDANiQZHuvgS6FUeRAfYTT+BNnaqst/fsIXntNS3ir7FrF8bICGoyidbRgVuroXV1oXd2ElYqLP3HfyCEYOGG87HmZtE62hGAF7js9o6wVV8BfV2t/fsKJOarBEfHETv3468Zxnjja/m35H5WpNu44lhUp72yEsmB44HOu+8IEaj4v/k/aIweJaHEkLffQ+2WtyDVaOwIZYBWrCLiNsGqIeSuwwSZJKgqinzuSMzn27hg+yFBILG94KwX+PwgpNjwyMUM6m6UwqcpgrIdnGKqCTBRiFIcZko2d++fww1CfumKlfzD3YcZbo8ztlTn+o1dDOTi/MPPnU8ublBz/Fah4zhyzfn/xt50y+8ql9BbcoLutEVX2uTl67q4+fx+CnWXbFynUHcjAsTSAdGSLNccn8G2OG4QQg20pgmnoSlRNZ7IQLPhBcSacekh0Xb/3Y6KZ7OLAqJI4eNpG2oukvxUHBOwibfFCYI6rg+5lNIiemsPPsjCX/81vX/xF0jXASkJSiUajz5K8pprTk3tm5zCXLOG7JvedMpxtfZ2gmZCiIjFIilJqURQqyEsC627G+/YMVg1jH39pcQf3UVYLtPwqsxm4dB7r8UOXfzS/fzr/LdwpEvXGsmVd8H58wk+07Gbh9jNL1k/g0QyYETjinf7D4h97U6UwX6YWSBYNYio10GY+DGNuJYg/qobmNncSyrfDb6PPMvpTs+4t76+PgAeeeSRZ9rsjPC+972PcrnMm970JlzX5fLLL+ejH/0oAF//+tf5P//n/7B9+3YAfuEXfoFKpcLP//zPUygUyGQy3HDDDbzvfe/7id/HCxELFYfKSURFoe5yeK5GJqaxa7bBPzw6y2TR5nt7ZnnXpUMs1hwcLyCX0HG8kKSlsbIjSdJQ2TNTIaFrJAyVzrQVRR429WQvBjnBs4laxaVR9sgPQGm+wdHHF9hxxxjnvKaLhT0lZNmCmMfCK3p5uRjhn4Ivs4J+XOFSlzYJkeAu50EAPpS4DlwXYVfp6t7IjBaQSrVjrs2iPsnx98WM5+u4YHsBhZrbuuZ+XEgp8ZsxWcexWHUoNzwMVWXnRJGaE5BPmizWHOYrLumYzp98dx9tCYP/76ZN/OWdB1qu+y9f34kiBK/f2ociBIs1hw09aQ7PV1msOWzqzbRu0MvX8dmH5wbMHimxNFFifM8SsbhCYbZBbzdYtXmCeoO1W7I4DR99YZz6oUMI08Ru3jv17m5cXUHGTGZiHt964tO8dd1beWD6AT6z6zMoKFyZ3IJRdXiVdQHEwO/vwfbKtHUPo5ZCVCVGLJdnLDZHIv/UrtpGX98pCUFPBcU0AImayTxvfyvP13HhhYZdU2Vu3THF7Xtm+fz7LsVQo+87Fzd4YiJKrrh+QzeffWiMTb0ZHp8osr4nTcX2cPwQIWBDT5p9MxWKdZcQSVvcRFcVfua8fhZrDoamkI7pVIX/TG/lBQXp+0jXQzpRR4UzOcniZz5D+/t+kaWFqBsp4S3R+OvPEHz4Q1H7thDoJ3cexWJRlGATxooVOPv3oySSUcfT/DzOwYOkb7gBAK2zE/fYMbSuLsz16xHxOOVbbwWgujqFPr+AvnYNIZK7Cg/xL6Xv8ufZ99KndiJzGUShxHfPF1x/KI7x//4WAPf6y5Api92X9/CtxhG+9R6dP/5nj/N22Yivf5Sfn19ECSXFmy6lZ9MW5gfSZFK9lK46F0WohNLH9m1CKUkYFjguwWVbWbhgHbFGAKqCFjx3HbjPt3Gh4YekdZW640Py7FbxK7aPlOD4Ie/+54cZao/zR2/YjEBQqDmoJ43dx6XeM+VoHbCiI8ENG7vZO13mNZt7SJga3ZmIlO5KR/+vOBJdV2i4AY0mydidNulKm1y+KurYTDRjhRNNubilq/zZm84hFzNa945Ek6A5nraRikWRqJYeRYXmUyaOH6KrAi+QLR+KmhugKYKUqWPHAhRFYCiChK6iPocdfD8uvIkJ/EJEVvrz8xS/+EUal70diJoIPGEiDIHZND2Xnsd88zfqHDxIbMN6/GKJ6WasrpbPE2sm00gpYXoa46qrTjuu2taGv7gIUqLl8y2yQ/o+WlcXan8v3rFjqN2dlN0qsWQcv1TEqYcsJWGtNcSW+GruKD+E00z8mc2CZ+kMzYSwITrOVwrfB2DQ6I4IpyNRok44NoEAlI48qCrVRhlHM2mPtWOoOqSaxdUgBP3sdvU+7Qjzne98hxtvvBGAb3zjG0+7g9e+9rVndCBVVfmt3/otfuu3fuu05173utfxute97sSb0jQ+/OEP8+EPf/iM9v1ix1wlyjQ/jnLDo1B3aXg+M1WfyeYgtXe6jEDghyFLdZdc3MD2I+0XQD5loc1Vqboe5w7kTjG8WcaPhu+GKCosTFTQNIXFySpI2PXdWUIPlM5LqOjjrDYH6HPSfDz9h5huAZl2eLxS5gFtFw9XtjGodnAhw/j9XcT210hk8/SlNCzNwuh96ZAU8PwdF6qOz2zF+W8TFcW6x/7ZCuf0Z4g32eXxYoOkqWPpKnXXx2y2NgqiKOGjCzXGlur8xivWkDA1/sfLVnB0ocY7LxlGUwTzVRuBIN+cEMUMlf5cnMlCg87087My/mJBcaaOOzvL5MNR2+UVl0AtTNKW12jMFdEK0zTu+SbyFW/APBy1YuY/8AFK//VfuLkcen8fRzsUbrX3U5mvcu/UDyk6RUIZTRBDQs4bvozqaAXNUbHO3UzZq7Imu4Y2M09NGUf6PqlcFynZwNSeelKsPUP61nEIXUexLNRs9ux8OM8Cnq/jwgsBJ5OkjxxbAqDmBuyZLnPyaLZrqkRMV7l2XSeff3iMi0ba2NyX5sZN3Th+iKYIAilpSxj0ZmNMFevIUwuwCCJJSNLUyMRePJIz6XmARLqRyWj5a1+jvu0BhBmjOhz5G1i77sHft5vKnXeSfeMbo9eFIe6xY5grIo+pYGGB2AUXkLr+eqRtM/8Xf4E3NYU5MgJHjoDnYW3cCEREBYDW1YUxPMzgpz+NNz3N1K//OtqxKag3oD2HkHDQHgPgsJyjz2uD7g4olNg7pHLBG99F/u+/hjo2Q+clV7Go+HSoGY4qU7gDHXiJRVLbdiMtk8bV51N1K5gvvwJTNRGKwBAGmqJjqAYVt0rDb+D7Lhk1C0JgaAaaquPU5xGahiafO6Li+TYuOB4kDI2SffZJupmyjaEq7J+p0PAC9s1U+Nr2Sa5b30mh4aEqgn+85zDXrutqxY2WGh6lhsf/eNkKVEXw4euf2YMoZUaeF64fXdimpvJnbzyHXNygbPt0Z6L7TFvSYLbkRGSEqjbHlygKNG3pKEKgCIGmKmRjOlNFGyEgYaokTI2ECbm4znzVicaUuMGO8SJtCYOEpaEqJ+YvbUnjaeOUnw/wF5cIyyXQNKZ/7/cI5uepdlwO9KDrCsLUkEcPUN+xH/21r2Hhb/+29VpvcpLY5k3UH3qo9Zi9bx9aby9Iydyf/RnYNsbQ0GnH1fJ5Gtu3Qxii5fOEjkNQLhOWy+i9vcj+pqdEVxQzXFU9zGIBqUkKecGgnkMIQZuWZtaL7guKUJBDPayccbkhcymH7AkOOeOss4bp0ttwQxdrdJrYxRfReDB6z1ZnD/WmI5YqVCzVwlANWreGICC09OjmcJbwtCPMJz7xiRZR8fGPf/wptxFCnDFRsYz/HmwvwHajGNHjhnlVx6cjaWLpKlU3uqBfubGb23bPUHN9utIWi1WX3ozFyo5kyzlXVQSdKZOFqkv2RTSpeC7gVyq4VZtYNoas1kCqzI9FPiBhNJchVHRmOqa5xD0Hu26j5OJYZhHVF2zMb+FAPVrkvCV9LYppYrenSMaTKOk0q7K9KOL5yyK/1FCsu9Sc//7kY77ZPXFwrsqW/iw1x6dq+7Q3TabihsYTE0Uqjs9wexxDU9k+VkRTBBeNRIvNzpTFp95xAUIISg2P7rTFUs1ttWvGdBUro5JLGMuk47MEKSW+F1AvO6hunYanEo8FGKZCLGUgQ4naKBN86mNI20axEniju9EHB0lccgmJSy7h2LGjCFXjK5Pf4ttj3wUgY2Z4eOZhVKHSHe9mIDXAlv4Lcaa341oGVjoF9hLtsXaEqqNkswQLC+ixOL2iF0P9ySR6aq6tpYlfxosLSzWX0aU65/ZneWKihCKiqueXHhnnbRtOUBV7psqs607RmTL5+FvOJWlqaIrA1FRURdCbjVGxPTRVYaAtRlfaZPdUmZrjI0Q0hh3XkmuqcmYRci8QBOUyle/dTvIV1xGUy/jzUct1/aGHqGVejeU5KLvuAaB6551k3vAGhKJQu/9+Fv7yL+n5sz/DGBnBn58ntnUr8fPOwzl0KNr3wgKyvx++8U3UtrbTiAq9q4uwWolkJ915pCKI74tM8ry2JFqlzmE/ipLcHY6j6jqX93Qg9h4i1dGLlW6j+BvvJBcYtPetxPKrZOcjL5q3Zl6O1nsvHDyG3Lga/+YbMCUgwNAMVFRURUVTNTJmhopXxVBM3FoFrSODQCMexFB1jZlwhriZAu85+1qeVwhCiS8lcVNloeLQcIOf2J9lvmIzX3FY2ZlkrmKTjRnsniohgP5cjAeOLPLy9Z24fsg9Bxb4xs5p5qsOk8UGlh5JwQEuHmmL1g5e8IzJGd0ZC9sLKCrR+UjAUCPPCC8IWgWQXNxgdLGOqanEDAXPl2iKRBGgq4JsXMdvzksyMZ1ji3X8MGRt1wkPpEhebrYkZJoqMHWVTEw/heTMJ81ozfM8ROi6hI0GSq6N+b/4C4L5KPa0PrMESg98/m+QF11F+E8fpQR4Y6PUH3iA3DvfSeV734vMcjNZ7D17MIaHQVEoffnLlL78ZZLXXIM3GpmgGk2i82So2SxBsUjoOBgrV0KhgDc5SbC4iLFlM9UtKwmOnoM62IshAtRkElmpoglYGoaRQFD3GuTUiKi4LL6JN5mXog/tgru28W7jvdxh7OXo/BTvybwSsXMfYaOCKJaJbdx0gqjo6MJMGSQ8FTPdgVHzkMLHVA0CGaAGIegGhjh7NgJPe2/55je/2fr7rrvuOmsHXMaPh7myzR99Zy8/e9EgFwy3YRK1hB3Xhc7XosXUjZsiomLPdJn+XJylmsuGnhSGdurA2ZONkY0ZKMsLmzPCca1dY98BgloCkYvjzM7QkDHsqo8Wl/h1geGXcLUMuXaNhutgKDXMARV10YJKgNae4Jr81WwYXs355Q5IxPGUkFh3L0oigaq8OAzIXixYqrp4fkgYyh/7WglDyVzZpiNpUqi5eEHI4fnqKW3BC1WH37l1FxJ4ywUDbDuywNhSgy3NDgwpJaGkRUD4YUh/WxxFCOYqDpauojVlJc+G2/gyIpR2H6TqGGAloVGnXJak0+B//zvIkdX4kxNQXkJ6HsrqDYTf+SIOkHnDGwgKS6DpkemUrjBZPGGCdcuWW/jk45+k4BR43arXce3gtdi+jTkyTF0L8UMfUzFbhIS1ciWyqWUfPm548xPAGBlGnOX2zGU8d7C9gLobtEz2Sg2PmVKDNV0pCnWXmaLN0ViNw/NV1vekOXcgy38+OMZjYwXeeqHGqzb3MLpU52Wr85SbZpuqiCqkdddnqD1ObzaGH0bEqqmpmJpKR9Lk0HwVU1Ow9IjQeDGOP9V776X01a9ijIxg9vfjNxcksl6jtlAnUZ6BUgFj9WrcgwdxDhzAWreOxmOPAeDs24eWzyNdF60jMp88/n9/fp7qD34AMzO0//Zvo8RiBKUixurVJK65Bn1gAGk3IAwo+A3CfA6lmd6x3yrx5+X/YlFGkpK7K9u5u7KdxspNDByA4a714Hnohk4iHREfMTXGq9KXsTns5TwGobcTDh4j2LgKVWj4MppDGqqJpmjoio6lWpiqSSxUMY04TiAws+2oRpaOsTrSSjKFxIql4HQ/1pcEvCAECYoQ6KpgvFBnzUkL86eLln86lOoeT0yUkERd0wqCuhPw6FiBkY4El63M8x8PjFK1fTRV8LmHxlAEPHKsgB9KLh5p48GjUaW8K22xWHMQTypr1xwfPwyJGxqWrtKeMEiaGvNTKjXHj8w5TZWqHZAydVJNWUc6pqOpgrihYmkqDddDl6AqkQ9DPmFScSLGKhePvO4abnBap+fJUvO+bKzlhXMysnEDnlm9+FNDWItSkewdO2g88gi5d7wD5+BB7KUKWraBsvMhZOlEXkd92zaUdJr0a16DvWcP3sREFGu6bx+Zm24itG3cI0cAqP7wh1G6x8+9HXPVqtOOrcTjICWyXm+NLX7TWLORi1NIq9TedR39QYilapBKI/wADSindSzFwA99clr0G+1L9tIbtiHP34S4637EH/wV1/7hb3Dh8AYy330I5Wu3cbyUYa5aRe7tb6fwn/9JsqOXsN0i4SkYFRs1nSasVolpcSpeBct3MeNtaMrZo65/5B3G931e+9rX4jRzXJfx3OKegwscmK3ylccmGFus8fhEMVo8CUGh5jJX88knTUaa7ruH52t8bfsEDS8glzDQ1VMHgrSl05VZbhM/U5TnG9RmizTmSow+scDs0SK7Hi7y2N1RRaN39Rwd/Uus2f9ZZLjIxrYutEaVdRduxk+H0JaF1cOYnQaZXII1uTVRm2ZHjlCGJFasRk0/u5nzy/jx4AUhdS/qYvLCM29BlFIipWSq1Iji+lQFARybr7FYddBUwce+t58nJorsbE5IAB44ssjYUtS6efXaaHK5VHdZqDpIKVvO2SlTozMduWLn4suLzGcbYaPBwu4JvKUSge1w4EBArRqSmNmH991bsf/+o/hf/xz+3d/D2riRjlt+qaXNjF14IRC1kNuNKlULjpWPsaVjC7+y9VfY0rGF16x8DQLBxvaootrwG/QMbySR66DslkkbJ8YFJR4/JWL0J4ViGM9bf4pl/GiUG17LQA8iM71jCzXmKw4LVZeOlMmxhRpjSw1WdiR51aYeVnQk6EnpfPahMf7i9gMAXLKiHT8MW3p3RUQ68oSpoTa7K05GPmWyritF0tSoOT7x5zCe8rmENx51MISVCv7SEv7cHMbKlUgEdSVFvD4NvUO0/9IvgRDYO3cipaSxcycQadH9pvGdmo9asZV0GnQdf2GB6j33QGcnsfPPB6KYwfiWc8j97M8ifQ8lkUBKaHg2sqcDEYRIU+eh2EyLpEjoJzqi/im/i//3TovzrFWojktKT2HpUfeMIlR6Y11s1ocRUiKH+pGqir9hRatAIgBNaFhq01g91k5MjxNvSLK+gYGGkc5grlhBfGAItVZHtWLEjefpivI5wMkyqJSlM1u2T6RwOT67p0qtmMwfhSCU7Jspk7J02pvm9pau8t5/e5gDs1U29qS5qJm4sXuqzNGFGlXH560XDuKHkp6Mxc0XDACwvidNEEo0RaAIWrLxmuODgFBCww1IWxqaqpAwNTKWQsXxSJgREVGxPXqyJ1J/dFVhsC0ePd/0nghC2ZKvtqcieRiAogjW9aTY3J95xk7PgbY4nakX1lrEX1xE6HoULwykrr8ea/Nm3EBF8yLGTo4eRmSyxC64AIDYueciFAVjYABveprGE09AGBLbupXYOeec2LnnYW3YAOvWnXZcKSXmuhMyHrW9HfWkJC+3Pcl9lR18ePyvOVA+AtUq5E7MH9xMrPVdtsnomu3JNA1oVw4hf/HtiFIF5dgkGTWB2PYYwYoB/De/isQVV2CMjJB+/esZ/Oxn0QyLns4VZEbWYK1ZQ2zjRoSq0GVG41zNrZFMnN3Uwh95l9E0jXK5vDypeQ5RaniU6i6D7Qn2zUTygkzMYL7qUHcC/uHuw7xyYzd/fvsBglByTn8G2wsYao/z/X1zUV4xUayQ9iKsdjyXqJVdlOIcY9Mqe3e77N19qPlMiFxxkP8T/yT/n3MznfO7OHrxETbZH0IdaadjxUaOLj6G7MoTyAA3sIkbcRpeAzJN1r1RJ57KnebKv4yfLhYqJ6Kz/EDyo8y8/SBsxfz1ZmLsn63QHm9mZCsKo0t12hIGH7/jAPceXGDXZIm13SlSpsZIPsHOycjU7q/fupXh9jhOM3Ysn9Qp1T38MGRFRzLSFyYMLl+VR1vuiHrWUTs2iRcquEsV7v/WEo4dTfji++5DbLkYNp2P/MG3YHKU+AUXEBvsZfCf/gnn6FGMgQGEoSMbDRbL40x7kiV7iRtHbuSKvisAuHHkRs7vOp+uxAnX/pSeQktqPD7/OFkr+9M47WW8AFCou1SbuviGGzBfcehIWew5HkueMJmvOrhByFBbNDH9q7ds5eCRI/zdw2UeGyuwpitJXzZGzQ2AyNcirqsUPRfzaZzzj7dpG5rCjvEiQ/kXJ2HqNomKoFwmbDTwZ2dJXX895YJLqBokrYDYr/0xZo+BsWIFxS9+keIXvwiAMAycgwdxjx4FQEkkCBuNyPSuvR17717cgwfhhlcihCB0HNRkIjK3nZxkrjiB7Ouhk4i8NJoRwt4FGymrDgQwkhnhhuEb+PvH/54Pbv0gD+69ndfnribrJggDn85EF+ZJ8jBLs6hIH4QJV1yA3LAaP2uS0mI0vDqm0vQ90uOoQiWuRSRId6oXRQgSWgwtHkUxqtks4sgR9GSKhJ6gzgnC7KUKRUSJORXbIxs3KNVdJgo2g+0J0pb+Izszq7ZPwwtOkYY+Pl6k5gacO5DlDVv7yScNNEUwV7Ep2yoCeM05PfRlY6zrTqGpgo+8ci3nD+Wouz6daYuq41OouQQyRCC4cKSNmZLNkYUam/pOLHTTlkouFycT02g2ipB6kjy8Lxuld1RtDz8I8VXRMvA+3nF1HNG/n/kzixsavEBCBqWUEIb4s7MoyVQk4ejoQInFSFx+OeHBI+hqHNHRhZyfxRgYILZ5M41HHiF23nkA6AMDEATUfvjDyOtlxQqEadL3iU+w9KlP0dixI0oHI/K6QcrIMLNaQSAwBgZAUSAMoy6GthNkgN2RYarxBAAPevtZIzvg3A3wH7cC4KcTzf1BMog+9J62Yai5EIRUhvJkAI6OQ7GMmJnHefur6brxtbRb+dZxhGEQ1qoolnWKH5be0wPTMwypnRx0Z0jHchTds+fbckar2He+8518/OMfx/dfPK7Oz2dMFhqMFxpIKdk9GU08vCBEEYKK7fP4RIk/u21/i73tSlm4QUh/LkbDi5x0P/Gz57F1ILu8oPkJEAQhbsOnOrFAzYlG3dWrVS6/ymP1+aPs6b6PMPBI/vB+AJzuPjyh0r52JUYsTtbMYgc2JadEySmRs04MLE7gENfjp1RFlvHThxdIDs1VSVt6i6j4USjUPaYKDeYrDks1B11ReGKyRLnhkbY02hKRvvPegwu8bHWeQt3l/sOLrO9JM9hcRGiKaP1dsj3W96RZ0ZHAl5KQKBv8OE6WfSzj2UHoulT2HEbZ/kP273PxHZ/hY9/GCGqk3VnSb3kb7dddSfrNb0VJJIhfdBEQLUpimzYh7QZaVxf0dlNJaiwYkcv2iswJ7akiFLoTp6Z3WJpFR7yDc/LnkDFfWsa6yzhzLNVc3CCk5vhsHy9gagq6qhBryjEAxhajBWRH2sQNglaV9VdfvhpTU3j15l7qbkB3xiQd09FVhYSloqiiVSl9OnSmLTb3Z+hInN2kg582/GKRoFjEn5kFIKhUCArFSMLR00O9L+p+SiQEhhF9ztaGyC5fSacxN2wgdeON+DMzFL/0JfTBQfSe7kjK4XuouWxEUgA0nf7DRh2ts7NVsCg5ZSbCRSpeBTd0ECsjYz37iq0Uwir98V7++GV/zFUDV/Efr/oPLuu7jA/1v4MRpQMpQzRVJ6kn0ZUTq0ATnfD4PUNVoaONMAyJaRahlGjNGNKskUFXowWqDAIULfIhaesYIJ6OFibCikULnnQeXXlxElVnin/ZvsS3noja7zVFYaEaFTnmKg66IpguNqg5fqvg+FTwgpCG55/mPfjEZOQv8z9vXEdHKuqyyMYNCnWPXZMlhvMJUpbOlWs6WhKLDb1p4oaGG4Rk4zppS6PuBazIJ1nRkSRl6fTlYmzsTZM5qSvTUBU29WUYaEtg6QpxXSX+JLLS0CLTXF1VcJvRqbr24l9fyDDEOXAw6pYKAoSq4o6PR8QBoCaTBO296LkM6sAwAMbgAIkrryT9+tcTb3ZXGitXAlB/5BG0nh4UK+pY0bu6MFavjrYZjl4floqEtSrSsTF6epCBj5JK0fGrH0Tr6UHv7iZ+/gVYmzbR/lu/iZ9NUBeR9OYh5wBS1yGXRm5ZH+0vk0Ar1cB22ZBazRV9VzDQvgIsk7pTxchkCfJZlK98F+WfvoBsz+Gdt56E9hRdnDIiLE6Gmsshg4C41Ok+/zJSuc6z+h2cUSn3C1/4ApOTk3zuc5+jo6MD5SSt9W233XZW39BLDVXHZ7JQZzifwNSiCKC5io2UklLD48Bs1OZXrHtkYwaPj5dO24cQMNSWYKg9WvRu7I0WQIs150WpH32u4DsB0nHwbZdKWcM0BdneWRqPPoB14cUcdCe46glJ567DfO5KhWx8BD+TIJeKFhi9qV52zu0kaSRZk1tDUk8yWZ0EoO7WIxnIMp5XqLkhviZbed5nIv2Yr9gkTA3bD5gtO7h+yP/+r12YmsJn33sJhqZw2+4ZDE3hl69exRWr8vzF7Qe4ak0HlaZh50BbHFURlBsefdlYS3u+oSdFqeE/69ngyziBsF7HGR1l/vNfYp/cxEJeMuTuZ8XCPWz+zbfj2H9GokfHMBS4/EJyl/1LpBddmEfoehRVKCVaKkVZ0WiM9HKscQiBoD/Vjx/61L06ilBIGkkKjQISSVJPtnSdnYmze6NfxgsTDTegWD81JtnxA2wvRBHR2OP64SmV2IMTRawuldHFGoqA7rRFLm5QbWrIh/MJPvveS9BVwVLdJRs3MFSfUEqShoalqT9y3qAqgv7ci6/t35uYJGzUCZYirX9YqbQkHFp3N9U2A2RIsi2GbgjCep34JZfQ2L6djt/4jai9e3aW2j33ECws0PaRjyAUBSmjeZra1h7tq7cXvykJEVKiptMITcMPfZzQxUimqU7NIi3g8guobBxGz2Qpjn2P9tiJsaGlA09YUKkQyrDVHXEc/uICit8AywJPQBiCohAiMVULRQgMxSAoFUnrJooaLXql76MkEghdp6OzE12N9qtYJsI06ckPvKQLLa4fcnjJ5fDdh3n15h6SpsZ0yaY/F6fU8MglDJZqLvmkyWzZZkVH8rT7+HzFZqrYwNJVDPXU53ZOlljdmWqlhgFk4zpLNZe9MxVeuaHrlO0l0XV5vIB5/FgpU2OwPdEiMOOGdso+nwxdVWhLGk9bDElZOheNtFF3g9axXszwpqbwZqYRpoVfqTLz//4Qb2yM2NatrW1cVxJPCPTBIfzHHsQYGEBNpWj7uZ9rbaN1daGk04TlcivVQ3oeKArx886jcvvtmOvWQTmSDCW2bGkZXmsdHUjfx9ywgf6/+Rv8whLm8DD5X/0gfiqGGHuMWRmtDefDEscSdUZSfci338T/3XqU3lwWK5fHLS7Rs3Idb2+7MBo7TINwukRXfw/Fng7UhSJy3UrCX3sPMrSj2NEnQ3Cav5WSSEAQoGbSrFp9XvPRqbP2HZwRUXHLLbectQMu41SU616rbXyoPcGuqVJkMCMEO8dLzbZMWkztTKnReu0Hr13FjiPTXL+hi5ihsqkv0iRdMNxGKCNH3uU0gP8+7JrHwtFFUtNj1Pd6GN3DBI9sI/ut7zLb340SzrPlqGQpJfjaZYIPFXshYZGORa2aOTNHzsrRmehsVU41EU1GgFM6LJbx/MBSwyebUvj1L+7glRu7WdOZetptj9+k5ysu2biOG4TUXZ/RZiXT8UO+9cQU12/o5u4D81yxKk/S1LhsZZ5LV7QjhGDnRBGg1Z7theEpus2OlEXH07+FZZxleDMz2AcOEPoBs0s6C6vPIa40GJy6G7V/uCmBlAjfRQo1asVUFGStirVuHc7Bg4SuiyNCDFNnvjSGqZgcKRyhN9lLEASUw0hKqQudulcHAa7vkk4ue9Us41RUHZ+F2qkxyQ034LgSd6HqYmoqDTfA0hXmKg6/e+suXn9uL7Nlh55MDENT6MnG2DN1oqprnBSNHNPVlpGmZaikrZemFFH6PkGhgAwC/EIBaJKWhw+DqqJ35KkYKvHSHNpwF5qmIG0brSNP31/+ZWs/elcXfX/7t7ijo1hr1kSkhwwRhtnymYlt3kwFWh4GSjwOYYjt2wAYiSRV/wgEBrdW7+XzS9/j79O/RSGsMhxbf/qbj8fAcQl0BUOcWESEtRpKLIY6VyTMGpGHTqGMn4yMM5NGJClU/BAR05Gei79YR5jRPUjN5jEHB+EkearQNNR0ilgie1YN815oKNTd1t9eEKI30zL2z5QRRCazZdujYvtU7EiCcfJ1LKXk2EKNiu0T09VT5FZ11+fgbIWbzu0DIvPcsu2Rjensn6ng+mGrMHkydEXBbxZXYrqKpghG8okfax2QtDSG2p6egDI0BUMzyL74eMrTID0P99goaiaL0DSqd96J1/Sn0Pv6kEFAUC7h2CHprIrRv5IGT53aERYLGCtXYm/f3uqcCMolUFXM1asZ/Kd/ijYslxBCIMwThKOaThM6TsuCQQDCNKk4FVzTBS9gxl/iIn01D3kHeUKfZSR7Po4SsrvHZ52IYa1dhyJ8NCGp+NGaM+xsB79B0lNY7OlAf+Ig8tXX4KsQUywU8dQFstOICsNATSajLtJnAWc0yrzhDW94Vg7+UsLTadQKdZeMFWnRywmPcsOjI2kRhJJtRyImf01XkgOzVf7yjgNMFRu0xQ0+8fbzSBgqq+INMikTXRWcO5DlN16xhstW5glCiaUtV2H/u5Cex/5t0zx85wKX+Huxww2YzhLmwhwAia98lb+cD3A12LZOkFHSpL0UsUSahBWN4EII1revP+VmHtNjlJ0yHbGOVovlMp4fCENJ0Q4QzVjR0cUj/Mx5fU+5bcX2mC426MrEkETmtglDo+b6HJiroAhoS5jsnCjhBZKGF/Dac3pbrxdCIKUkbWkIASP5ExODhLl83f40IKXEHR1FTaWpff9uKsl+DLfMZY1bCSf2oVx9A2EoEQJEo0rQAKREqCpSCLR8nmJxDnlklIUOg6XKKIv2IoYwOFw8zOb8ZoQiCMOQjJlhKD3EIzOP0J3oJjTCZanHMk5DzfGpOadG9ZUbHooQhFJSdwNcP+RXPvcYb7twsNWJdfueWUxdbcUDZuORg/9icKJDLGymEsR0lYSpkY3rTSnIC8vg7mwhrFYjQiEWIyw3o8fLZRo7dmCtW4cSi1EWgpS7F9m3BhH6zU4JcVrCg2KaWGvWIMMQKQRKLI6aSqEkormBuW5dRFS4btS1oEVJTw2/AZaJoZnUNCDw+fzS9wCYaMxQkjXa41EnxinHNAwIQoKkjq4mkL4f7dOxMdeuwy0VwZJADMKQemWBgb71aEJDVVT0uoexYQS16adhP7ELqaqtjoonQ+vsRLFemr+T4zhePAQ4MFthY2+GpKmxUHFPkWou1BzSls5sxW4RFa4fsnMy8qAQCth+SNI68TlvHyvih5ILhqJiVsML6EybxAy11YXZedIxZLMwmbQ0SnWvJQXTVYV4249HJj3Zb+KlDG92NhoTmkSdcyAyIVbSaawNGwhKJdSODjxvCl0XWOecS+JjH2sREccR1uso8TjmqlUtoiJ0HIRhRF0VJyMIEIZxmnedUNVTHFzLNBgtHwMlQ1XYNEKbddYAM6LMw0s72Nx9LokwSilJiRgxK0XKiJI/KqUqNa+Go7nkewbRx+p4r76ScP0K1HXDeIFP9qT5SFirga4jFCWSrCind9vow0OoqWenqnbGv+BCocATTzzBUrMl7jhe//rXn+339KJDqe6xWHNY0XG63qfY8EiaGuUm43qcXFAVgetHk4qRfIIDs1Xu3Bctkjf0pEme5FQjAU1VSFs6m/szGJpCww2e1hBrGc8Mb2mJ2u5dzByKbsSLsw2cziyp0lG0pnY1OR+1WRk+7BoSrDOHCBRJZ9upjKKhnqrlSupJyk6ZnmTPc3Amy/hxYPsBYQiH5yO2OZ+MIraeclsvZKHqnpL/fbzScGCmwmBbnNVdKe4/vMD+2QoXDOVY1Xnq9V+2fQbbE/zuq9azqjPJTNkmG9OWJwk/BbjT08hqldBx0BJJqnffTTV3MynKhNsfBEAZGCYIJKpTRl/Vi5rJIKXE2buPedPB9UrM5kDttCgkQmR9lonKBJ8+8mmKTpEVmRWoQiWfyNNmtpExM3QluuiMd5I202jipVudXMZTo+L42F6AlJKy7TNTsml4UQXW8UMcP+A7u2awvZDPPjTGlv4sioCaG1BzI4Pt4+kdfbkYOw8ENNyAmKHi+iHpmNYqoAghSJgaiR/lgvciw/GuhqBSAVVrEhaRVsM9ehTpeSTf/nZsR9JwVfovPBcMCdUiImaipjOE9ToiHpEQoeMgFCVa4AcBSsyKSIpUiuzP/ixKMkXisstYGB/Db9TQenqoulVURWVBloml21CEgjQMjs7tbb3PQ42xyC/CirwiluwlDNUgZaTA0CI5h66jx9NI34+8KISC1t6Gkc0hTR8n344bA6taIaemkUGALnR0VUfNZFAMAyUeR+vqxJuaQjGf2oPE6O9/Vr+TFwIWqyc6Kr67a4Z13WlMTaUzfeL+LSU4XkjK0qk0fMJQNjsvA6q2T3vCpO76lGyPIJR88ZFxLlnRxkNHl0iZGut70s39SHoysVPmG10nRX/6zcKkpStMuwF9bS9tEulsIHRd3NFRlHS0YJdSYu/fT+LKK+n44AeRnoe0begeAKbQDYGiCIzh4ahTwvMRqVQUKerYmKtWEb/wQoKFBawNG5D1GvrAAN7Y2Kmko+c95YJfaBqSiBQtOSUOVw+R1uOgW0wSdWL1GHk2W2v41tK9/M/7f4d3J68DIC3iWFacfCxP1a1GXZyBiyIU2nO9MH6EWCJLY72J69kITk0Vkq6DbDRQEgmUWOy09wagN+OXnw2c0R3p/vvv5wMf+AC6rlOpVEilUlQqFfr7+5eJijOA7fksVk8nKhw/iGIMLR2QFGoehqY0ZRuC+eZAuLIjCcy2Xtf9pGxiAeiqQKC2DHmCUBIzlhc8Py6cyUlquw8y7yxQmIv0pGWtB19PEJs6hjZ1QndV6sqSWCqzc0TwBnOAIK6RTj1zhOBgepDB9OBL3oTq+YhovhqZaULkel22vafctub41N2A+aqLAvzHA6NcvirP5x8eY/t4kVdu6GJdd5rb90TX7Vua0WG2F1B3fdoSJn4Y0puNsbIziUAwko/RnniB2GC/iODNzuLs349UVWp33kXxq18l9CW1qzro0Mda27ltvQQLFTpWdWAMD6M0DaW82Rnm/HGc+hwlv4LsiSGlRBcad47dyYwTRRkPpAZIGSlWZVehNlsq17atRRPacqrWMp4SVdsjlBIvkMxXbMaX6kgJn7nvKK/b0ouhKXx39zQbe9McnKvy0LEltvRnuH5DNzsmily2sr1FPHSmLdZ2WDh+gKoIaq7PyszZi7x9ocKbmkJoOmGlgtB1gsnIR0rv7cVr/h3bupXFckRoJOMhCIGigJrOoHbk8ffvj+QbgKxWCBUFLdcW+TzE4+i9vVGFVFFIvOxlUXUUWCjPMJWrIGen0FUdqSnEk9ECoaqH/GN4NzHVohHYHHSiJJK0kSYIAxQUvKB5f9J10FQwdbRUBjkbSVeUVBKhaej9/ZgNm7JfpSuVpyOlEJbLCEVBa7hoiWxrPAMw165F6+5+1iqkLwYs1aL5+eWr8vzgwDz9uRhvuXDwlG00RWB7AWlLp+pEJpuzZZtsTG9FAh/3jPjUvUf4+uNTbDuyyELF4fzhXEuyIYGEoZ0iC80nTRw/oOr4mKpKJq4R01UaXkA++eIyuX2uEdbr2Hv3RhKM5rXqz8wQFotYzfjQoFrBHBmh7kbfkaaEBMVFgpgBYYDe24M3M4OUENuwHiWVQs1lyb///dHrG3W0fAfe+ARBYQmhaijJJDgOSupUGehCYwEkxIyI/Kx5dSwrj64ZhFJwh7sDgL5EH52ZVRwVi+xZ3MM3Gw8BkDHSrTWHqqgIKZBCsrF9I0kjiaOPk1eyqPFODpeOEEpJTDtV26P39uAePYa6auWz86E/A87IafFjH/sY73//+3nggQeIx+M88MAD3HLLLbz1rW99tt/fiwIVx6fq+KcYz0Q5y+VTHrP9gIWKw9s+9QD3HJhnvjmgndxGBpF+7fh/ZTsABLqiYGoKkkgvV/d8MtbyYvhMELou0vfx5udZeOwAs/UE8w2VWinqaJnPbwHAqi8ipGTviE4IWLe8k+//39dQTAk2Kf2Q1EjEn5nJ1hV9maR4nuNQs6Oiavs4ftjqbIJI8nForkLN8fGCkHLD4x/vPcIXHhnnb+46yP2HFwG4Zl1nqxqypT/DuubfVddHV5VmlRTSMQ1TU/DCkLaESe5F5qL/fEfoujiHDqNmc7j79lP8wheiiLCRc5EoZLpSkM6ivPODdK9sI3/eGlIbV1MO69S8qK3SG+rBzcVZspcImzFwhmoghODR2UfZmNrIOze8k/5UPykjhaacICZ0RV8mKZbxlPCDkO1jRWw3wA1CZko2miq499A8244s8rmHx/jDb+9FFYL3X7OKd10aGbQN5OJcuaaDD167mo6k1eq+VBVBW0xjQ2+aUiNaZHWml8cbf36eoFggqNUQuo7XLEYcd+lXMhm0gQEe3RGSbjfIZUBTQMvmUDMZ1FisVSCSUoKinPi376PEY1FHRSyGoutEbiBArUY9pRNv76Q93o6hGiQy7ZHpJbDHmGPRL/HbG3+VhLA44E4AYKomFbcCApTjU3hFIYxZSNMgs2I1aj5PsLiA1h7JRIyeHqx0jnwsz7ruzZiKiVBUrA0b0Gsuau5UvyyhKGi55ej0Z8Jx6ccHr13F5r4Mdx9caD0npURKiampuC25lWSmbDNfcZirOqd0Th6YrfD1x6cYySc4ulDD9gNu2tIXdez5AaoQWLpCfy6qZrfFDQxNoer4JE2Nhh91ZxqaStxUSS/P/X8iuFNThLbT6qYAqN13HwDWOecAUYFYTSaxaxFZqEsPLZlEBpE0R0lnWia6T5ZQSd9HmCZqMoGwrKhKFkZ+F5gWavpUgrDklHhi4Qkawkd6Hg4eqqqDrvFQZRf3OXu4ec3NdGZ66MsM8HuX/h6X9V7GQlAmrcTpiHW0iiOa0JAiiio9Ph9RsxlSgUHKSJPSk3TFO7G0pqmu5yGsGHp3NyCftqPi2cQZjUKjo6O8613vAk60yb3vfe/j+uuv5z3vec+z9+5eJKg5kY60YntoqoKhKjwxUaTuBvzKZ7dz3fpObj5/AD8M+Md7j1B3A77y2ASZmE570mBFPsGqjgRvOn+AT/zgENeu66Tm+CiKwA8lmhq1HClEsWKFusvarhRdL1Gt6Y8Lb2ICGYYEhQKOmsAyNQpzAikFlrOIbUadFUoiutA/c03Ie3/urawe6GOrneD3Yt10uikKaZ14bPkzfyHDDU50VBTrLoLIvO64+dz4UoO5so2pqxiawnSpwQ8PReTEcVPcv33bVnqzMaq2xzsuGeLSldHvx/EDYrrK6s4kj48XSZqRzCNuRNKvHxUJuIyzB3d6Omq59LyoTVvTqH7/+6j5PD1/+IfMPVqHB2ukhjoJf+1PyA5kUWWZjpXtKIbB4fkDKEJhQ34DRdFAt+L4oY9A4Eufr+z/Cj2JHrzQ4+UdL+eyFZdRaBRI6ssV7GWcGWbLNh+9bT9vvqCfzf1Z/FCSi+l8vykBHVusU2x4/NYN6xjIxenLxjBUlYtHTuTbu0FI8kkO/+1Jkw09aepe8JKXmUnPIyiVkK6LdByUXBxvchJhGOg9kTzTWrs2knCoKlbMIMRHMxTMlSsQqtqK6gtKRaTnocRiSDcigqTvtyQhwKkLf8+n1pUnoUVkkaVZ0NERyTiAxaCMIhRWt60hr6QZDebQhEZ3vBs3cMmYGZzAwQs8NEWjbkFnphdDt5Br16JYFmou2zpc1sySMlKR/l1VUNJp1FwOq60Ds5lGsowzx1LNRVci08pLVrTzqXuPMFVs0J2xuOU/HuUVG7p50/n99GjRwk4gqDQ7pOqOTzZ+ooPl3x8YJW1p/NHrN/OZ+45y0UgbqzqTVB0fxw9oS0TE90BbtK+OlBl1YytRrKjjhSRNDT8IaU8YyylhPwGklATzC63EDX9xkfI3v0ntvvuwzjmnuWCPIEyTe76wC4Ds+kGslTncvXtAgppORabHQiCaUaSKYSB9n7DRQOuMpBJqKglCIBuRCTsrRlAzp/pVOYFDSEhFOFiegqs1E390nWPFSRQUblp1E9XCIrqlYgKvXflaKoU53m1ehWUmUZXjtgJq1PGp6K3HjKEhgkqFsNFgMD3YIjUgKuZo2UyzIyT3U/GmOSOiIhaL4bousViMbDbL1NQU6XSaUun0qMxlnI6q46MpCscW67h+QE8mhuOHLFVdGl7AN3ZGrZtSwmNjRdZ2pdjfjCW9aLiNnmyMP7hpEwlD4/JVeRZrEZMrZST5ONk0M2nplG2f3HIL+RkjqFYJFpeQCAKZQhMBbjNcZeWhW9m98RcAqN30Cv598hCi32T10FZCKdEVlX47jt+dI6HpmPFlJvuFjCdmbRw/ZOtAlu3jRTxfMl1qcGi+SsrSmC3ZICLSIa5rPDgbkRRb+jM8PlFqVj3iVB2fUMLrz+1rkRxVx2d9d4r2pMn5w234zUpLwlTRVbFMVDyH8CYmQVFR0nGCQoHKN79JY8cOMjfdhFAUFuc9DAOszizpsEQiAcJWUZpmVEW3SChD6l6dmdoMcT2O7dscLh5mrDLG7aO3E9NidMY76bGiBY9EEtOe+2rEMl6YODBbQQKFusdSzWnJQccL0c2p2IgqeWua3jeKENywqftJe3lqCWh39qX9OwxtG296OiIShEA6Du7YGAu//T9RYjG03l7UzigGNPnyl4PnYSU0QsMgDBsYaQs1faI9W5gm0rYRuo7W1YU3HnU/CBminuzzoGrH+ynwCfAtDUWcGPdrFtw5ehvXDF7Dor1IzsyhGAZ5NSIqVqSH0VSNUIakjTRu6LJQX4gWH/kMXZ0j0XFVFfNJyQP9qRO+EkoyidbWhlAUBs57GepPoUr6QsdCzSVhKAghuGSkjU/de4QHjixy/lCOqZLNVx+b4DXn9LRIA1OPioiZmEHFjgxxISqE7Bgv8pYLB0haGh98+erWMRw/YE1XkvamlOO47LszbVJ3A3oyFpauto6RMDVW5JfJ8J8Esl5Hei5KKoW/tMTM//7f+HMROdz+vvedsq0wDFJtFlZCJ92TRUslcaVEKkpETlgWwjRbXZNKIkFoO0jfQ8tmAVBzUWeWc+hQ1In1FOa1ju9E/nZygbyr4KoSU6hgaEx5C3TqOTRFw4+beCLABEYyI/zOyPtgfJqSqbc8sBShoCkaMf3ENa/E4+j9/TiHj6DHou6qsNFA2g1Cx0UZHEAIgTEy0pK4PZc4I6Ji69at3HHHHbz2ta/lqquu4pZbbsEwDLaelCP7UkbF9lisugznT430cf2QmuMzX7HJxQyWqi4IydhSnbSls32s2Nr24FyVXZNl8kmT33/tRm75z0cpNjyycT2KLtKi6CNVEQjA1FUcP6A9rhIzTtzoUqZGwlCJL/tTnDFkrQamSSAMqIP34N3o/z977x0m6VXf+X7OmytXV3XuCT05S6OAEgJkMBLBCANeGwcWHK4XuDa7rBez5oIxNravwdjruIC9wJqw1+AlWkuUCEYJpZE0SZNneno6d+XwxnP/ONXV05PUkib0zNTneeaZ7qq3qt7qqjp1zvd8f9/fwwXE4Mvomd7BNTdN4AqLMavAN9YUeEviTggCPAJs3cGVFdyeNIlyZ6F5ufOT43VW5uK8eG03T4wU8cKIY7N1MjGT6YpLppWM3/QDcnGLE8Umlq5x15Z+njxeYk1PEl0TBFFEb9pmsuKSN+Z3P7pbNaYnh2IlbVVbera+5R3OL1G9jmzU0XN5mnv3Mv6hD4HvIyyL5E/9FFJKZqYCMmkw893Y5RJa6KOl0xQaBap+FSEFlmZxoHiAw6XDfO3g17iu9zo+t+dzDCZUd5dG0OBly14231JMCGy9Y7XvcDpuEFJzw3bXDoA9Y2qzotz0qbghcUtvB/1ev6KLx48VSNnGaaWhfhjhBlG75MM2O+PKyUjfp7lzJ2GjqWrQnRhRs0n9Jz8hnJkhBBIvfjGxa7bR/2d/hrNmDWGpxCv/3RBuspcj9z6JlVo4WdczGUinMZctQxgGwdQUUbOJMAy0kwUNU70mkeviO6YKvDyJH478kC/s/QJfP/h1euO95GN5MA3ymrqP9fmNICFuxElaSVJWiqHkEE9NPUU610c6kWMxGD097V1b45Td2w6LY6bqkmzNs3vTDkPZGLtOlNvCYMUN+MEzU23xMG4ZWLqGoWsLNiXGy0p4HD5Du1FQm49zzqfeOaEipTKusqdsjJm6Ribe+by/EIJyWTkcpGTm4x8nLBbp//CH0Ryn3c1DBoESIXSdV/+HbVRmG8yO1dFsC+Y6YwiBnk4vcCCIWAxZUWP4XAtgs68PGUU0DxxAM4x2K+CTAzbd0CVuxqnqAV6jhky1SkZNk7FghsGECvGfK+loE4+B74M9754AsDTrtE0TLRYDeVJXqEYdZ8MG/NFR9JY4cSEDM8/FooSKj370o0St3ry/+7u/y6c+9SlqtVqn7KNF3Q2YrDRPEypGZuvsHi/xu//yNP/hpat5yboevDBqh+uMFhromqA/7fDQoVlGiw1+8yWrSToGb7x+iE/dfwRDFzitHsvluk8QRUigK27R9ANsxyB1Uj1a0jHoSzuduudFIn0fGQTUSFMbm6L5rS9jPPB96tveQbwxQcMRlBKCpj/KX/n/k6Qe48ViHdTq+G6VnlQ/U0IQmQaO3nGxXM4cnKpyohLwmy9ZQVdrAtDwQ9bnFtYLphxBtekTRJL9E1XW9ibZ3MqgWNfa3RQoi/Vk2VUpzQ2PzQOZM/Yztw39tAlHhwtD1GjgHjpEUKmCplP4whfQk0n6//APMbq7QdOojk5RrUgGhiy0mI0ROsqq2Z1noj7BaG2UuBEnZaeYrk/zvWPfY9fMLo6WjwJwojYfuHtD3w1QhSAKcHRnwWShQ4dSwyeKJFU3YKzU4KZVeRpeyHTV5dCUykCpNAPqbkDGiXG85aa4bU2ex48VWN2TQAhBGEnCSLbr1v1QCRUSsDoC6AL86Wmieh3jpHIH6TZpPPlU+3djYECFUObU7qIMA0TLdaDFHaz0wl1ro78fYRjoSXW5nkjgHR/FXrtmQSs/YRgIQLoufiq2cFEB7TGk6leplqrcOngrCEHe6YImrO9aD0IF8ybMRDuZf0V6BVk7u+i/gTV05rbbHRbPbMtRMcfG/hSPHJklZul0xU0ksG+yQuEnHtetyLKxP93ejDBb/z95vMiJovpMnxqSP0fspDKOrrjFz9+4jDs29CJQ4keH80swPoGIxWk+9RSNxx+n661vbQdoAoS1KrLewDhp0S4jtREhhECPx9o5DkZv74JyLy0eRwY+AtCceYG53fbzJPfVscoxwihkODNMEAXKNZWK0xgrw5zg6ViMR0WuSVzbOhFVEhJEgSoN6e4iyqTQTGuBc8syThcqhGmpQA3UPEnPZDD7+tRzuMTryUW9y52TFCHbtnnHO95xwU7ocqTUVGGZQRi1B6KGFzJSqFNvqiCso7N17rR0YuhIqf7so8UG/WmHlfl4O4TvmmVK3b772iGCSHL9imyrvEPjaMMjaeuAoC9tE0YWk1Wd5bl5dT8Xt8jGOouexSI9DwnUqiHu//dpiuNNnOQAtcQAmdIhjnaHfNX7KkOyCw+fjy5/F9maDhKElCR8jclUAnQNW+vsll7OzHXouG1NnplWonex7p12XBBK3v3FJ/l3Nyzj4FSV1107SD5p8+6fXse2oWz7uKRtoGuCSjOgL+2cNTMm5RhYxpl3Uzq8cCLXxd2/Hz2bJZgtUH/4YaY+9rH29blf/dV2PXpYmKWZHgRGya/OIYTATCXxikX0dJqydxBDM/jawa/xCxt+AVM3eXzycUAtLuZ49apX0xvvZUv3Fg5XDtMMms9pIdHhyqfS9Hn8aAFNgGXoNDxVj35gqsJYqdneaa00A1K2yUzVbbkxDbYOqnnCmlYnsdm6B1KST9pEUmKbOk0/xDa0jlPrFKJyGeyFY3FYbxCMj6sQyulpjIEBtFiMsFJt5bIJHvn+NH44y+CKNFZuYSr/nI17Dq2rCwswTxEEhK6r3Vrfx3UMDG3ha3O0fJQ1mTUcLB0EIO8oMWVDai19jSfZ0LUBQzPoSyxsg74yvfJ5/jU6PF+mqx4r0ycLFWnu3TvJD/dN8eI1eaarHkema3x39wTHZutsfNXC98yR6Rrv/+rOtpA4cMr8wA8jHFNvixqguoi8ZtsA2ZhFxfVxOm6p80rkuoSVCkYuR/WHP0RLJEi/6lULD/I80ARaQq27HvzKQZp1n3U3qFIxLZFoCw7GKSG1eiql2pYm4qcF1WqxmMqzcVVp/2xjloJbIGkl54WCeIyKUQBLPfZ0SuITMpgcIoxCLN0iH8sz3ZgmaSXBMIhWL8M4xWEfM2KnOyosEyGVkyOq1XBWbgK45CIFnEOo+MY3vrGoO3jd61533k7mcqXc8AlDSTOIMCLJeKnBdMXD1nWqrkqAHS8128fPvfCjxQbLumIs64oDM+36dlAJ3f/uhuXM1FwMXcMx9daXmrpt2jHRNMHkKecyF6rZYXFEnkfgS4JdO5iYFuy+5v9uXzd44n725wU7ol0cp4tlWh+9YRz0gDAK0LNZkrFeMJXdytI6jorLme/snmBFxiSftNuf20L99PakE+UmDT/kxwemCSLZtmy+fOP85FECjqmTcAymKk3W95+9zZuhdxYTFxJvZIRgZpawUEBGEfVHHkFLJMi++c1I1yV1551AKyhaSh69v0LXQJzccA+mrVMUEUe7aqywPbyGx4MnHuSeQ/ewLLmMUIYEUcBQcojR6igxI0YjaLC1e6tyUwCVoELMi7EiteJcp9nhKqPpRwihPv91L8DQBCOzdaYqLgPpGMXW2FNu+LhByG9+9jG8MGLLYJqBrMObrh/iFZv6KDV8+lI2jqVzfLaOALpiJieKTfqznXBnUN/zAJplEZYrC1pxAnj79wOQ/7Vfo/DFL2KvXYvmOEjfhyBACJg43iAMJMPXrMLOZc/5eNbAALTEz1MRtoOsVnBjQtWZtwiigOPV47xq+FVU/AqT9UlV+gFsXH4df7XuFrxOSOKS4c7NfWhuuf37hpO+41+2oZcf75/m3/ZPAbDzRGmBlV9Kyf96RLW+9sKItGO02wjP4QZR29k5h6YJtFZGVjZuLYlF5JVEWCwhBISVCvWf/ITEi1+8oFsHqNfOWrUKo1XSNX6oROCHrH+Rmv9piSRYZ94s1uJxMM0ztv3V4nFEIgGuix/51IIaMSNGoVloN7GIWXEqXSbS1GkEDb5+6F8BGOxZjR/5xIwYOSfHieq8qzPMJrHEwvdW1s4SP6X9qLAs0DXCmRms5cuUw3SJcFah4i//8i+f9cZCiKteqIgiSc0NMVotBwH2TajgvaRjMl1VX5Dj5Xmhou4F/MV393Fsts6NK7vaLYfm6ttPRhMCQ1NBe0lHx9Q0IinRzmAh7/Dc8Y4do/gv/0J0bJRqbuuC6xL1cdyNeQQlpilwR+LFUK5AT56qaDLQvw47OYRVC9CsxAJrVYfLj9XdCbpaO1xzdstTHRVTFbWrCXBoWlmzl3fFiKQkCCUSSbHhk7B0dE2Qsg2myoKE3ZlgXgpkFBFOTqJns0jXhSCg/uijJG6+mfSrX73w2GYTLZtFaAGWbRCFEtPSmY4beFY3o9VRELB3di8A9x27j3wsT87JcdfwXXxq56d488Y38+0j32YoMUQzaKILHVvYbMltIW2nz3SKHa5SGl6ALgRpxyRlq84/I7MNMo5aRM/NGcpNn+/tmWi3OYyZOpoQvO22VaqOuuYy3J3F0AXHZ+toQjCYjVFpBgx1On+p+u89ezDyeczBQRV62XJARI0G5X/9V8JyGUyT2A03EL/pJsJyWYXgNZtE9QZaKgVEgMR0dMQLmH8J20ILYgRGsz1nkFJyonqCIAoYTg8zWZ9UQkXLUeFl4uhCJ4y80xYYHS4NH/iZzfzzD55gpuaST9isyMVJ2DqbB9LcujrP/lYYLkCx7rc2JtVr9zffP8ADB2fIJSxmax4DmdPDTL0gJHuG4EJT13CDiHyyM988X4TlMjIM8Y4cJqzWGP/AB5CuS/LlL19wnIwihK5jLV++QCRqma4AMPv72iUUpzLX9ldLnT4XMAcHVZnY7Cx1v65ysAyLsldGtO7c1m1q/TnQ4At7vsC9x+5lXdc6VmVWEUQBWTtL0kwiEG1hLIxC4ubC91F37MwihJZIID0Pa9WqBSVrl5qzChX33XffxTyPyxIppbJcIjF1jUrTRxeCmKmTtJWiNtdr+USxwX/73j5ed+0g33x6jIcPz2IZGlsGM2Ti6mVY13u6yiZb923qGv1ph0hCrbXb2+H5ExQKBBMTFL/8FZr3fReA6h1vxE6G7Oq9n7WHXkqqcpTk0Do2ixK75CHWdW+Gok7ZCokPraGvez2mnSQ2M0PCSFCnfomfVYcXwp//u2v58o92AKDrgrRjMFlx29eXGj5v//xjp7X7W9YVp9Tw8cMI29BJOQbxltCRiZnELX1BnWmHi0dULhMFAToqyKr4mc8g63USL35x+xgZBKp/OeCsXAGoxP4oVIuSklcibacpNovsm93H3tm9xIwY+4v72V/cz0uXvZSXr3g5PfEeruu9jruG76LQKNDwGyCgx+5hMDV4CZ59h6VM1Qvatm4hBEnbwA1UK2Q3CJmpeqQdJWB8+YlRlufijMzWuXF4PjCx7oV0J+32buxgNkbVVV2/bm6VLl3thIUCwfgEWqszB8zvbFd/9COK//zPYBhYy5ap0gxAhiEiFkNzXYKpaazlywC1O27HXlgugGbbYNsElSn80OdTez/Fg2MPcsvALQCszKxksjHJT8Z/0nZUlNwSlm4p4bMTyLtkCCNVCjq3Sfnpt97UDq/tOyVzYudomWVdcSpNn+/unuDOzX3csb6H9311Z7vsI4yk6ihmqXyZ2BkyKExdo+76nTnFecKfmaG5c6dSGzSN+qOPElWr9P/xH6vWxCchPdUN5LRxVdLePD7VgXEq5tDgGY85OXSz7tdVlw3dYrw6zv0n7ueN696IrunohsnRylHuPXYvdw7fya9uVVmRxWaRuBHH1E3SdprZ5iwZO0MkI0x9cXEAeka1IV1KIgUsMqOiw5kpNXyeGikSt1QteqHuY+taux2hG4RMtYSKIJLcu3eSZyYqHC80eON1Q/zqi1dRbQYUGi7Xr+jiJeu6qXsBdS/E0NVOiy4EuibIxk3SMZPpSrNtA+rw/KkcPQjlKm5ZiQsi103V7sFJhjzc/y0Oh19j9e4myVXr+anQ5RnvGBt7t0LMJYxL1vVuIt4KskoYCZJWsiNUXGH0ph3GSo327z/cN4kXRMwG8y6L7qSFbWrU/QBdE/hRyLp8hpSjhlbH0unPdMJtLzZhtYZ/7CjB9DS1H/0bxS9/mdRP/RTle+4h9epX41yrwqeklITFIva6tRjd3WoR0RIqZCRBl/ieT1JL8vjk43xq56cAeNuWt/GZXZ8BYGv3VgzN4Lre+S5YAoFEIqUkbXacFB1Op9YM23MFUOWec+F4x2bqSGDzQJqHDs9S90J+ffsgL17TjabBdLVJJmbhhRErk/O7Zctz8faiqTPmKMJyGeE4hJWqyqs5cpSp//u3cLZuJaq3vrODAHP58vZtBBLNsogsC6EJjFyOtlARf4FCRSyGcBwK0wX+6oG/YrI+iaEZfPfod9mU28Sy5DLMQZMT1RMsTy2n7tdJWSklfGpgdUK7lxTpmMF0zcXW9QUdePpO6tDhhRE7T5ToTlk0feWMumV1ng39aVK20c6aKTU8wkjimLoSKs4gRpi6hh9FWEZHqHihSCnxjxxBS6ZU6QPQfPJJzOHh00QKUCG4Rnf+tMtBLtpldWpuhR/5aGgLgrZLbglTN9GExvdHvs83Dn2DrJPllStfSdEr8tFHPkrOyfGmdW9q3yaSEbah3n/DmWGm6lOMVcfQNG3RY4Y1PLwkvzfOOuJ++MMf5v3vfz8AH/jAB856B3/0R390/s/qMqFU9zF1jYRtIKWk0PBwddVKdLbm8Y7PP0bdC1XKc+s2xwsNsjGTN79I1St7YcRQNs67XrGWfMJmpuaycSDFdNVlsuy22xgKIdAFZOIWcbujLz1fvGPHEI7D9Nhh7O4eoulpvJ4hpn7p9/GeDIglylRkje1D2/nkrxX43eRK0rbDpt67yKQz0A24xQV5FEOpITShMXlaYkiHy5n+tN1uEegGId/ZNdG+TtdU0v6yrjg1N6A/41Cu+5SaATFLby840o55mgOjw4UlrFRo7HgSTBPvxBiFz30OgPI992AuX07uV38VooigUlYLlMHBBSn4yS4b3w3RTY3QmM8omav7zNpZXtT/IpanlvNPu/+J7T3bqXpVDM3Aj3xMzUQKiSEMbN3G0Tv2+w4LkVJS9wO6YmeeQM6VlW0ZzPDQ4VkAbljRRcI2KDV8ckmbQs1FINrtEEHl4jidndYFyEYDLRZDNpuq9vyRR5CeR+PxxxccZ65YmCEjTBMtFsNatQotkSDZZSOlJJ5ZnKPBDV00oWFqag7XDJromo45OAiaxlOPPcVEfYL/5+b/h9HqKJ/d/Vl+adMvIYSgP9HPb133WwRRQCNosDqzmiOlI4Qy7DgqlhjZmMWKXJzRYpOmH7Y/f70t0WJZV4y4ZfDY0QI/2jfV/rwuz8WxDI1P/vsbiZm6CjGUkE9alBs+MUNfIGTOYRqCSKpgzQ4vjKhSIazWMPJKfIgaDZp795J+7WvPeLz0vdOCc5NdNs2a9rwW+G7o8vTU0wxnhheUY9T8WnvcmCsPe2LiCV658pU8M/sMfuTz/lve3y4nDaIAUzNJWcqVn7bSmJoSO0MZLjo/bymKFHAOocL35ydoQdApNTgT0zUPIeA3/ukRfvW2VWwcSOEGIUnb4Fs7x6h7amdjuDvB4dbEI+UYvPXW4fZgJZHkkxbFutd2SnQnbXqSNsX6DPYpk47OROT5E1ZruIcPI2ybZtgkCuqI6QlGB27l8JPqPT4bU4uRW41rWemuIBl6MLyMfFYNCJGM0DVjgZXK0DoL0SuJSEp0TTCUjfHjAzN8+v7D/PjANJMVl5et7+GH+6bYPJDm6dESy7pieGFEd9JGSig3gwU90oFOnsxFZu4zrsXjVL71LbRUivRrXkPxn/+ZzOtfj9A0gtlZrGVDGLkcWnK+1aAXelz7Cz2MjI0zMzuNKZM8PfU0j048ynhtnA1dG/iD2/4AIQT5WJ4/e+mf4YUejaCB53vt+7A0i554DwkzQWG2cKn+FB2WKG4QEYWSJ4+XWNuT5GPffYa7rx3kuhVqt+3wdI2YqbO6d74bUD6pFj5BFNGXcijV/fbua4ezE9bqCNNEuk280VGaTz6Js307sW3bKHz2syRuv53aj3+MtXw5MoratxOmidk3X2/+yl/b8pwed6I2ga3b9CX6kFKyd3YvffE+BpIqZHO8OU7aSrOtZxvberZx+9DtKqn/JCpehQ1dG0hZKY6UjyCk6Mw3lhgxS6c/E8MPJYena+3PY0/KRhMwlI0x1BXnxwemAVWuZRlaW8hItjYeZ2suA1mHvpTDkyNFVubPLHCbmtYK4e3MK14o/okTbScFQGPHDggCYtu3ty+Tvq9KQ6MIPd+NlsksuI9X/toWytON55VbM1GbYKoxxVByfqMkkhGNoEHWyarHb21z757ZjRd6FJoFNKHRG+9t36bqVVmVXtUWN0B19ogbcUpe6bIfM8569h/60IfaP//pn/7pRTmZy4kgjKi6PrNVj4myy9OjJbYMpvGjCDcI+eaucSxdwwtVcm9+ZRe/cONyNvSfXt+UslXP5YYfkktY7brVdT1JGkF4CZ7dlYk/PoYwLaTn04xcfK9ObGqS0uC85fNfzW8wRA/DifUIv4mmAbH5HYwgCnCMzg7plYwXRMQtg6FW8NWXnxhlY3+Kd96xlg39Ke4/MM21yzJs6Evx4rVKBU/aBq4fMmWIdruxDhefqFYjKhTQ890EU1PUH3mE9GteQ+ZnfxZz+XLiN92k6s91DWvlynZNOiiB4enpp6n7dfBNmprPnpFH+Psn/759zF3DdyGEoOyW0TWdhJmg6lVZmV7J0fJRhBD4oU/GzrAyvRJd6BToCBUdFtL0Q/7fbz3DMxMVti/PsmOkSNIx2DSQ5uBUlV0nSgx3J+hqOSpX5ecFCwE4pkZXwqJQc08TRjvMI6UkajbRW7ugwbFjBBMTpO++m9SddxK79lqMvj7M5cuJXXstYbEAQkXXCdN8QbXaZ8NdXAABAABJREFUzbCJF3r0JfqYbc4y05jB0AwGkgNEMmLSnWR5an7ucapIoZ4ApKzU/AJEdLqLLTXmPn+ZuEl0Ulm2qWt84LWbGe5OnJYrt7wrhnbSOqDph9imzpqeJIYmuHVtHvsspR22oaELsaBtaYfnTtRo4E9OoZ9UilG991707m6czZuBVmlouYS9cSN6PK7GhDO4DtLdp4ehLoa6X8cxHJrhfLMFP/IRiPbj1Hy1yd0Mm+yZ2UPBLZCxMgvC+6WUZJyFAgrAivQKZhozp7Uivdy4vGWWS0jdD5ESRovqDTZabJCwDWZrLl967DjFus/vvHI9H/vuPrYOZnjphm76Umd+sziWCsuseyHLu+brTfuzMaKok0dxPpBSUh87jpFMIYw4QRAjqJWJVatUzUFSvS6PL/86E9YJfn/1B9G0PrTKIXwZIgyt/UHxI58uu+ucj9Xh8qbhh6zqTrAyN/9Z/MBrN5NuLRr+2y9spzflELN0vCAijFS/87hlkEvYS9Y+dzXgTUwgdYPaww8z++lPI0yT1J13IkyTxC0qrC4ozKrUbn3hRHCkMoIbuszcZxI2I4Z/Os1PplRexYrUCo5VjrEqs0rdRxQQyICEmUAIQXesm5HKCAkzQVmWiRvxy34Xo8OFY7TY4JkJVVa2Y6QIwFMjJd7x+cfancJevbWfhG3wH1+xlhtWzgdo0lqk9CQtwjDqjDfnQPo+zLWF1HW80VEAnE2bVFjd8DAA2Te9SQmYQkOGAcJ2Thsf/u2L+wB4yc+vX9Rje6GHH/rU/Bp7Z/fSFeui5JYIo5BABkx702xPbz/tdn7oo4lWzboAUzMxNKOd5H+5LzquJHRt3jEZP8nZ5IcR5abfDr7NJSy2L8+ypifB/35cBeOejB9G9KTstvhwNpEClACi66JT+vECCUolEPPlDsH0NI0nnyTzpje1P/tRpYzZ34/V13fW+3mu48LJuJGLpVu4wXxouy99JJJm0CSSERWvQm+8l0KzwI6pHRSaBbqc09cgZ8qh6In30BPvec7ntdRY1Ezq0KFD/PEf/zE7d+6kVqstuG7nzp0X5MSWGm4QMlZskHRMMjETP1AWwZGCCmM6XmjghxG//b920PBDbluT544NvbxoOEfTD9v2nZNR7WPA0jUStk7V9Uk4C1+Sjm38/BDVahRq09gxQZwE2vg0BCFNO4tHnFh2ln8zH+KmxE30GMOEocSyBU1T4noluuwudE3HD32S5hl2PjpcMUSRpDtpszI/P5mYEykAVuYTSCkJwggviOhOqS+IpGOcNgHpcPGQvo9/9Bizn/0s9QcewOjvp/8P/xBzYICwVkPoOjLw0ZMp3J40oV8nbsap+3UCGTBeGydtpzk0VgQJdkpn5OAI3bFufmbNz/D3O/6eddl1gJrcmJqJF3roQidmxMjaWdJ2WrUD67QQ7HAODk2pedTWwTQ7T5QBWh3E4P96yWqeOl7kpzb0IoHb1nRjaBp+GOH6EVKqTmDZuNXZVX0WpOcRzMww8/GP0/3OdxKV1N/aOMPCI6rV0Ht7CMbGELHTXZPTI9Xn9Nhe4FELahwuHcbUTdVa0KvRCBqM18fxpc+K1IrTblfxlIDV5XQhUKUeQggc3UHX9QWhex0uLSo7Ts3RDV0jbur4YUTdC9E1Qd0LiFsGmhD80eu3EknJgckqN69aGMgYhJK4tbjXVdcFlqZhdD77L4ioVkMY8/O6yr33ApD8qZ9qXyaDEPOk/Koz8VzHBaBd5t/wG9i6jRvNCxVu6LKvsI+/fPwv0YVOPpYn7+TpT/Tz1NRTGJqxIM8ijEIMzVhQ9nGlsSih4j3veQ+rV6/mIx/5CLHY1anmNr2IA5NVRKtHedox0FB9y0G1Id0/WaXhh1y3PMs7XrYGgIRt0AzCdh/ckwkiSczQ263JZnRt0YNVh8XjjY3hHTmKJ30ivwGPPk36v30caZuM5tUu62hiH54IeFnuLuLdOs1ihJGy8ZM6K5IrOFE7gamZhDLs7GhcwXihJB03iVkqwft11wzwsvW9px1X90LKTR/H0NufWVPXyMQ6k4dLRTBboPbgg9QfeIDsL/4imZ/9WYSuE1YrCCGQtRoIsLduY8Q9TjJKEjfjTNWnOFo5ikDM2ykFCE0wUhlheWo5Lxl6Ceu71pN38jSDJjE9Rn+in72zexlIDiCEYCAxgG3Y+KHfTt/u0EFKSRDJBaLCkVZm1au2DrDzRJkVuTjHZuus7Uly97WD3H3tIFJKig2PuG3QcEOaQUgYSXQNTF0ghNbJp3gWpO8z84lP4B85Qv2JJ/AnJtDz+VZ3n1OODQLM3l6ichntec5za34NXeg4htNefBTcQtuFqQudgltgf2E/wILSjzmEUOJEPagT02PtHd+YGSNhJk47vsOlQxdKOJgjHTMp1H2CKGq3E46fFKatCcGHf3bbafcTIU/LozsbhqYtCNDt8PyQdZVd4+7fz/Tf/i1hsUhs+3aVS4NqUayZBlr8/G86nKiewNAMgiggZsYWOCq8yGNPaQ8AoQyZrE8ynB5mQ24Dn939WQDWZte2j/cjvx2qeaWyKKHi8OHDfPGLX0TXr94PRyQlhq6RdkxKDR9DExi64HihgaEJgkjy0KEZAN5xxxqy8XkbjkA5I9Qko9W/2w2ouj4DGfWFmLQNkpbR2SE5jwQFVRvuHTqEiMVx4yauX6P52MMYgLtxPUdyryee9DlhKYv3gD2EldQJYg2aXoidydKb6OV49Thu6LK9dztp68oeFK5mdE1rl3yYhsabblhGPnH6pNYPI3QhCGUnzG6pEM7OUH/4YYzBQTJvfGN7gi9dj9gN19N8+mmV5J+IUygX2rsataCGqZvEjThHSkcYrVTQhMCaHmO0Osr23u3tJP5Co0AjbLAqvYreRC8jlRGyVhaAXEzZfJelli2oH+1wdRJFEjdQrqvjxTpbBjM0/ZBq0+fYbB0B3LI6x8vW9/DKzX186dER7r52fvcuiCSOobqIVZsBkZQkbB3k0k1nX2o09+7FP3IEgHBqimB8HLO//4zHCqFah+rpNFriuQsCfuTz9NTTZJ0s67vWE0Zqg0rI+XrzuBlnrDrGTEPNFecC8+aYG5NWplayc3rnAiEjY2XOnGPR4ZIhoO2oAMjETCYrLgLIJyxGZhfXsl4TLHrurwvR2dA8D0T1OjKSTH7sY4SlEvg+qVe/ev76ahWjr/cF5dScjdnmrBoThBIvvchrOewFvvQ5WDpId6yb6YYKYE1ZKbbk58N8Ty798EJvgcPiSmRRQsW2bds4duwYq1atutDns2QJW18gpq5RbvpU3YDv7JpgtNjgmmVZHj9W4MGDM1iG1u6fPIcEDKHR8EMiKUk7Jg0/YMtghpipPgQx06A33QlpPF9E9TrNnbuQUpXoCN+HL38TMV2Ep5/h4fWC5qq3ERYdli0r8Wg6ItVMY2o2mgFBGOB3x+nOLiNuxDE1k7gZ74gUVzIyIm826WqJjEYrXftMhFJimRpeEGF2wuwuOVJKmvv34z7zDNk3v7m9MIjqdfRcDj2ZVG0BLYtm2KQZNtshVQ2/QUyP8ZOxn/DxJz/Oa/x3APBHD/0VoHY9wyhsTyx6Y73t9l+buzefFm632J7lHa5spqsuR2fr5BMWk+Um63pT7B2vUG36nCg16E7a2IbOf7lzAwDXLssuuH0QShxLx9JV2YcmBCtycQp1/wyP1uFUZBBQf/jh9u/+iRP44+PEb7iByFU7mJptExaLEEWgawjbxujpRZwjI+BsTNWm8COfyfokA4kBEJCxMwvctKZuUvEq7QXIqQ4JP/JJGAmyTrZdUjbHUOrcFvQOFx9N0N58BIhbBpGUCJRLWhNqkzMI5RlbjRbrHoGM0Fh8CLdtau0OQB2eG0GhQDAxgblsOdLzqP7wR4TT0/R/+MMY+TxGj8pzCCsVhGViDQ6e93OQUlL2yuhCR6LECYEgkAGmMHEjlyOlI/z0yp/m3qP34kUeKSvFivR8mVjWzrZ/DqPwindaLUqo+NM//VPe//73c/vtt9PTszCY43Wve90FObGLRd0LODpTY21v6pyKZhTJ9teNAI7N1vnMg0cYysb4+RuXsetEiZmax5qeRDvN12/VsAsgZmuMl5okbYOpiksmbjKQcdoT6kzcJB3rhK+dL/zxcdA0PMdACB3vRz/G/vYD7et3rtRYmSnQkzKJp31mKZEzc2iGICTE0i268ivJxruVrTs5QMK4sgeDq514UGS9NtbOhdE1wanRMk0/pOoG7R0Q1486XT6WALLZpPHoowAkbr9dXeb7RM0G8Y1qIWiuUF/0leYshjBoBA3CKKQRNhgrjfHXT/w1G7o2sGX1WnTN4EjPdnZM7WBVZhUFtwASHMNhc/dmNNRr3hEuO5yNkUKDQt3DDSLCCI7N1pituWhCMFl26Uufe7HhhRHdtqUcFW7AylycnpSzIC+nw5kJCgW8Q4fwJycBsNevxz10iKhYxOjvJ6qpunJhGCAjZBhg5HpV2UXuzGHZ2b5zW8DLXhnHcPBCj5nmDEjO6KzSNE3tqKJyJ07Gj3yydpaYESPjZDplpkscTRMLhIqErbfd1IauYRk6lWZAzQ0YzC58LatuQMIxqDUDAikX3W7UMfWOi/N5EkxP440cJ3JdZBhS/ta3cLZuxdm4ccFx0veIbbt+UWUfzzYunEozbIJUoZltZ5xUAd2mZnKsfgw/8tnQtYGnp5/meOU4MSNGJCNSZoqKX2k7KqLWRuyVPg9Z1Mr4O9/5Dg899BB79+7FceYHViHEZS9UFGoeh6drCCHY2L/wxY4iFXbphxL/pHRtCRyaUl90/+mn17GxP83LN/byzZ3jZGLzu2nlpq8OFpBsKa2repI0vJChbOw0+2bHznn+CEslhONQ9KcxNZPm3l00Yzr+a+8g9S/3smONwFj1ACnW8e7CZ7EbMdbG1qNbUA/q9Mf7WZZahi7UF8KK1IrO63OFI4SGddJk4Uyp2jUvaLssUrZB0ws7QsUSIKrXaTz5FOby5Zj9/YSVCkQhYuNagoSNjpoIRESMVEawDRsv8Ch5JXZM7uBE9QS60Pm9m3+v3X54k3wvZa+MjCT9yX6OV46TsTJXdGhVh/ND3QuoNH3ipkHDC7ENjbFSk7Rj0vQjpiouNw6fu3tUEEVkYiaRVLtw/RkHXRMLat47nJlgcpKo6RJVqmipFNaaNVS++U0AzP5+BGAMDuKPjKDF4xi9vc9a7vFTv7LxnNc3gka700+xWTwtl6zYLJJ1ssSNOCW3hK2d3iHKD31SZgpQc46OULG00cTC0g9D17h2WQYvVAvImKkz0WjiWBpBGC0IwGwGIRv7U4wWG8zW3E7Z90UgLBbR83nCYpHZf/os4fQ0+d/4jQXHSN9Hi8UWXf71bOPCqTSChmquIOFA6QA1v8Y13dcQRiEAY80xAIYzw/TF+zheOY6pmVTdKsOZYZ6efpq4ESeIAopukaHk0BXv4lzUN97HP/5xPv7xj/PSl770Qp/PRWei4pJP2ExVXDb0SaSkHVo1VXHpTtlMlpsYmtZ2SgjgyEwdTcBwq7/5z1wzyDd3jjPc6hQQRhJDE0jUJCNhGzimTu9JLYg6nH/88QmEbRFVq2jZLtymixu6NPbtYV9/hHzJKv73xhVMhCcY96eZDar4IsAPK2REDt3WaIY+OSe3YEHSESmuBgQQtX+zDK39+Q0i2fpMa9iGoOwG5JIWNS/odOZZAjT27cfdv5/M619PWKuhGQbOtu2MuBMY9WmGUkOM1cY4VjnG0dJRPv7Ux3nPje/hawe+xiee+gQAG7o2tEUKUJ/5jJ2h0CzQG+/ttCbusGj8QDkw045B3NKREiquj23orZBMn760g5SqH5h2pu8XCTFLx/UjsnGLTMdJsSiklISzBbRkkmByEqO3F3NgoH29tW4dCA17eJioWETL5bCXLeOsdX6LfMx6UCdjZ9CFTsWrIMW8He9Hx3/Ef9/x3/nYHR9jMDlI1a9ia3Z7R7TiVTA1k0hGxE01h7wS2gpeyUR+k1T9OJp2/YLLhRDt9qJxS8cLI3IJi6YfkWzN/YMwwtQ0MjETN1BBuR0uLNLzkI0Gei5P8+BB6g88QOYNbyB2ww0LjgtrVeyVwxdszl/za2iaxr7CPj726McAeN9N72NbtwpZnfWU26o71k1vXAW5p6wUUkjesf0dfOPgN1jXtY5is8jy1HIGk+e/PGWpsSihQgjBS17ykgt9LhcdL4goN3xycYuGF9LwQ5p+xFixQV/GoeYFdIVqgLENpZ6Csnwfma4x1BXHMXXqXoBtaPz1m69jMKsmulU3YCATo+YFatfV0OjqtBO7YPhTU0SlEv7oKCKRUEYWIXDHxjA+91XiJ2bZ/2JBT1RlghIAPTtvwpcBrN4BQHe8m6aokXfyZOzMpXsyHS4NYmGph6lrGJqg5ob4UUjM1NkymGKmpuzcccsg21k8XDJkGIIQquzjJw9DFBG74QZks4l9/XVojkO5Um4LjlW/iqEZ7JrZRdEtcrRylKo331psc34zAM98RbUw3PAG5bCTSBzdYVVmVScks8Oi8KOo/R1ktlxa+VYnmKmqakOaT1hMV12EgLSjRM+uuIWUkkiq0rOYqSMQDOfjnXaEi0Q2m0jfQ9NTBJOTWMPD7bKv7C/8AnoqhdA1hGHgbNkCQiCsZ9+R/P7n9gJn3kH1I79db64LnbJb5rtHv8u/3/Lv0TWdrx74KhLJnpk9DCYHcQMXR3coNUtIJFk7S6FZIGklr3gb95VC5FWxo9o5j4lbOoYm6E7aHJmpkWwtuZp+RG/aRtMEmZiFF0TnvJ8OL5yo0Wj/HFbV65Z8+csXCBJSSogkRs/iwynPNS6ciZpXw9RMCs1C+7KKX6ERNEhFKYp+kXwsj6EZbaEiaSZBqhDNt255K3W/Ts7JsTq7etHneTmzKKHiTW96E1/+8pd505vedKHP56LitlTMuZC0uhdSrHsUGz7ZuEnDDQmlpOGFPD1apDthq8mDpTNSaHDNMrWYdf0IXROs6p63CgVRRD5pYTU1ZqVH3DIYynZsfBeKcGYG78QJ9GQKWau1knol4nv/hrH3MAAHBgWuN0kprGGgY9XTWICDQ5Mmg709SDtYEFrT4SpCaJzsqACI2wYzFY/NgymGulpuKQlVNyTtGMTMTgr7pcI7enT+58NHwDCwli8HJFoyiZSSil9ph11WvSoxI8bumd0AFJqFdqgdzAsV9emAUIa4oYupmRjCwNQ7glSHxROE0RlbkgNMlJoAdMUtlufijBYb1LyAIIpoeKFyaQlBV8JECDXfGLLOf4u8K5WoXldOuCgimJoiftNNOFu2MPiXf4m5bBlRpYIxoDp/PJc2pFNjJcIoJIxCdE3tmB+vHEcXutrxPEnl/vbRb3PvsXtZlV2FoRmcqJ4AYF9hH69Y+Qq8yCOmx0DAtvw2UlaK0dooKSPVcW9eJkQRnBZidQp2K0+iK2FxdGZe1PDCiGSrhCtm6azId/LPLjRhvY5sdfAIZ1TXHaN7oSARVauYfb1ozuIbGxQnFtfZZY5GqErEim6xfZkbukw2JumOdVMMivTElJvqmu5r2JDbQF+8D1M38SMfS7dwQ5c12TXP6XEvZxYlVOzcuZPPfOYzfOYznzktTPNTn/rUoh4oDEP+/M//nK985Su4rsvtt9/Ohz70IXK53BmPn5mZ4SMf+Qg/+MEP8H2f5cuX88lPfpK+Vo/b80EU0Z5KmJrGdNWlUPOU06IZ4EeSKJIUGy6/9+Wd7dv9xu2rmK15rGoNLhGy7Rr0w6hdx560DYQQRJEkZumd3scXkLBUwsjlEYZBpOsITcP3XMxHduGvW8HDAzV2DhepNJRosc5SCdomBq9wXs49zf9DNpEhFUuSslKX8qlcVSypcUEIkAsnHknbYLzUJGHPD5Upx2hnzFhGZ1J5sfEnJojqdfwTY+r1EuAdO4a1ciWR72GvXKncVKFLGIU0oyZe6KkWYIHkUOkQAGO1sXZrr1/a+Ets6Vbtv4LWZGBO2Eh2xKiLzpIaF1rMtY9bDM3W5sWZmCgroSKXsEg5BnFTp9QMiJmqo9i2oTS5pE0YnXsR1GEe6fsgJcJSZZ9CNwgLBQgCjF4VkqlETCAI0JPP/TMdRAHNsMme2T1szG1EFzqj1VGCKGB1ZjVCzr/ec2PGzumdPD7xOBtyG4gbcfYV9gGqTt3RHJCQsBLoms6KVGeD5NlYSuNCwrHocs7tcjI1jZRjkLINNCGoewGlho9taJ31wEUmnJ2l/uBDJF/+coKpKfSuLoQ5vwEhowjpe1jLll3Q82gGTZJWkmKziKEZalwJmlTcCo2wQckvsTqvnBJDqSE+dNuHKDaL5Owc083pdh7Fqd3GrmQW5SW88cYbefvb385dd93F9ddfv+DfYvnkJz/Jfffdx5e+9CV+9KMfAfC7v/u7ZzzWdV3e9ra3YZom3/zmN3n00Uf58z//cxLPo7f1uQjlvAaedAxOFBrUvRBNQKnhE4QRbhBRaQYLbvfIkVmABS2CNCGIpKTmBpi6Ri5hYeiqBm1ld0ctvZBIz6NWK+Gi2rYFU1OceO97mfzAB9FqDXj1y/jGyxP4huCAOwLAa+0b6NazrBQD3Bp7Ca8eeq0K0Exe2EGqw0KW1LgglAvnZBKWjqlpC1K2bUOnJ9VpD3YpkFGEd+QI3uEjyCgCTSClxDt0CHvdOogkejYLqAnB3K522SsjpWTH5A4kkoSZYKw2xmxzlv5EP7cN3Qao/uaGZhIz4qzJrGnbsTtcXJbUuAC4QcSBieo5j/GCiMmWCNH0Q0aLDZr+6bXn4+UmlqGRiRtYhk42YSGAlGMSSknSMTF1rZPsvwik7yM9D39iAu+Eci2o1oIW/oj6rjf7+ghLRcKyKvlEsKhSj1OJZIShGRSaBabqU1T8Cm7ooms6B4sHOVY5xju/906mG9NELWfeAycewA1dfmv7b7Ext5Gx2hhlr0w9qOPoDoZmdMJ5nwNLaVwwdI2Mfe7PqGNpDGQcNE2QjpnM1j1sQyOMJLbZKeW6mFR/9G/M/o//wczHP66EipPcFGG1QlgsYC1btugQzcVS9+s0AlV24kc+xWaRf9r1T0zUJxhKDqEJjYpfQSKZbkxTCSr0xHqo+/V2C3WJJBfLEUTza9G54N6rgUU909/6rd96wQ/0xS9+kXe+850sb6na73nPe3jlK1/J8ePHWXaKgvWVr3yFcrnMBz/4QcyW4rVu3boXfA6ncvKOhSYE+dYuRqXp44cRkVQTjrqnvnTe9fK1/O/HRzk0rd48ucT8l51laAShCt3b0JMgG7t61K5LTdRsUvZKyKZkWXIZ9Z/8BP/YMbRslsbPvRL7mi0Uj/xr+3hLmGwxh9mbHiAKJJlskl9a/cvURBnHXLzlq8MLZ2mNCwIhZWuXXi1wHVMnbuvYZ+iB3uHiE5XLyKaLns8DIHQd99AhZLOJtWYNQoh2S7GSW6LQLNAV6+LJySd534/fh2M49Mf72dazjftH78fWba7puUYd3ywxkBhg0iwCMJAcYLY523FUXAKW1rgAkYRS0z+nq2K25rJztMzNq3XGS03e95Wnee22AX5qQy+DWQdNCD730FEeODRDX9oBVH5FxjGIWRp9aZuK6xPv7LQuGn92FlmrqXIPz4PhYcJyGS2RpPbggwjHwVq/HlwXKefL+k7eSV0soQzRhUbCSjBeGycVpDB1U5V9SMk3j3yT2eYsOyZ3UPEq7dttzm+mJ97D1u6tADw+8Th1v45lWyTMzibWc2FJjQtn2Ng4FdvQGcyq76N80mKy7JKOmRTqXjtws8OFR3oe3sGDANT+7d/AMIjfdJO6LgzB94lff/15FykAphpTWJpFLBnDD312TO3gW0e+BcD2nu0Um0UqXgVDNzhYUOfYE+/BDV0MYVD3VWlJ2k6jCa0dwHs1CZxnnX1PTU21f56YmDjrv8VQqVQ4ceIEW7dubV+2YsUKkskkzzzzzGnHP/zww6xdu5bf//3f5+abb+ZVr3oVn/70p5/L81oUkZQL6kg1ITB1lfQfhKqco+lH1FylYiUdk1zCajsscnGr3d0jZRsEUYQQELcMrM7C5qIQ1et4x0bwHnyEyoMPMPkXH6Px+OMYg4M4f/On3HeTQ0BIMayitV7rbfYwvq1h9ksSfSbxHgMzpiGlxBBXj0p5qVmS44KUIBd2/uhOWp264SVCWKmAYRA1mxQ+/3nCSoXZT38aEYvhbNyo7Jy6St3/zpHv8L7738dEbYIHxx6kHtSZbc7y0yt/msHkIPWgTsEtkLJS1PwaEslAcoDe5Wm6lyfRhMam/CZyzpltxR0uDEtxXJBAww9xg4gwkhRq3mnHjBabGJrgyHSN+/ZOEkaS7+2Z4He+tIPPPnSUD9+zm689eYKpiktfykagAnvjtkFfOkbKMRnKxjtjzXNA1usEMzOEpRJRtUpUr0MQEhaL1B58kPjNN4PvY+Rz8009pHzOQkUYhTh9kBy0sHWbWlBjvDreFjGFEO3sm53TOym5pfZtbx64GYDVmdX0xnu5f/R+6kEdS1gdt9ZzYOmNC2LBXOHZSNkm3SmLwYxDwjLOWhrW4fwT1et4Rw4rIUIIVRLWijEIK2XMoSH0ZPJ5jb3dy5N0Lz/757jhN6j4Srj0I7+dVwOQdbKkrBQVr0JMjzFaGQVoZ1QMJAZoBA10oWNqJjknR92vowu9nZNzNXDWVdldd93F448/DsDLXvay017AuZ2FPXv2POuDVKvKMpk8pS4wnU63rzuZQqHAgw8+yPve9z4+9KEP8cwzz/Abv/Eb5PN57r777nM+luu6izqnZrPJrj3P8C+7SmzudViRnXdAVL0Q11cCxJQpGBlTtp3y7CSWnJ+glGdOUJoGU4eGpTNVDwgj6A6mL9og1Gw2F/V8lzLP+zm4Lux9Bp5+GvG/v0EMaMfa3HgD3zj4Tf6n+028mkrkjkmLuvAYKMcZtSqEG0dJGBkmqwVEDcp+mUwp87wtVVfCawEX73kstXFBr08hvDp79uyGk94DYSTZU7i8JhVX7HvxyBGoVuGBB+Gb36T85A44egze/AuMTk6AbSF372ZfdR9PTT0FwKOHH6XoFwF4af6lrJVrOVQ+1L7LoBpw4PABALrKXXRvUxOA8/X3u2JfiwvEUhsXQD33g+NHsaoT+GHEvhmPobTJUNpE1wSlZsgz000yjs7x4xHf2TmNrQvqnir9+ObTY4QS1udt9s24FCo1jh0boTucbrcmPaby3dgzdbazeOFcce/Fw4dhagoME2i54R57DD71aQhDaps3UztyGMQqOHYMCgU1fhw48Jwez4s8wk0nMM0MRw7PUPErCCEoGUqQcEOXQ8VDCARPTz5N1sySM3NkrSxD/hBHDh8BYEt8C9+f/j4AmtQYPTxK026ezz/NRedqHRdE0ER43qKfeyQlBJKxEtQbAXvcyUXd7mJwxY0Lc7guHD0KlQocPATbtsHICIyNURZQPnIYiiVIJOB5Pv9WV9Gz/v2eqTyDRBKmQopekUMz83MP0RCYkclUaYrRY6M8M6MEt/p0nZHZEfSEzrHqMRzdYU9pD7PuLIfqh0gaSfaUlvbrdT7fU2ddkd1zzz3tn++9994X9CBzNWGnDiblcvm0QWfu+L6+Pt761rcCsG3bNu6++27uvffeZx1gbNtm06ZNz3pOe/bswUx083/2Hef/7Kvw9798Pctbqf5+GFF1AyIpOVFsYqeqQJE1K5Yz6k7x2IlRYqbOyhUr8UPJuj6VML9rtEzCMdi6Or+YP8t5Yc+ePYt6vkuZ5/scmgcOECxfTvnppykBzTe8nNjuo8hnDpK7/noqsaPgwkFzDDx4Y+LFHMg0eFPfG3EdHZmM0+V0AUp4K7kltg5ufd47WlfCawGLex7nYwBacuPCx97ATN+Lyb/8rWBc3qVbV+p7sXTkCFOf/Ae1gwpw9BjmsmUMvunncGcmGVvmUI/Xyafy1AqqRK+oF2nIBstTy3nnre8EoKfew2dHPotEsnpgNUP5IRJmgq39W89wFuf3OVyuXLXjAvDok7voHcgxNJRhtNhgW15Q8wI8x6A76XBiqsLmtSaOqTNWajBeHecXXrScp46XyMVN7j84Qy5h8eE3Xc9Hvr2X124bYO1Aii1rFt8G73xwpb0X665LYJoI20aYFjIIKI0cpyIlAx/5CPaqVYSFWWLbttE0TVRABSSew99guj5N2SuzMrOSbCx7xmOenHySiIjbh27nx6M/phbWeOmyl/LO7e9ccNwdmTvaQkXcjLNl45b2HORy5aodF7w6h2f3smrDBtAubwf1lTYuzOEdP45bKiPjCUYbDfLXXUe4bh3Fz3+e/OAQsUwWfdky4tu3X7BzKp0oEUQBG4Y2sH92PzO7ZtrXrexbSXWmynhtnOFVwzziPQLjsH7VeizNYn1uPY3xBl1OF5t6N1HxKjTGGgwmB9mUX9qv1/kcF8766RoYGGj/PDQ0dNZ/iyGdTjM4OMiuXbval42MjFCtVtmwYcNpx2/atOmMi8XzbYmcC8UE+O7u+TIWQxP8r58cY994hd//2k6+s2scUD2R53IpuuImTT9kTU+CvrSDZei4YUQmdvXUDV0KItclmJoiajQIp6bQkknckWOEfXmM195J9c6bwDAor+5lOigC8GRdJW2vTq/irZvfij20DJIJjn4lYPcX1SDiRz62bl9ZtttGAYLTLcpLhSU3LjRLGM3Z52Tn7HBxqf7gh/gjI0TlMk5rcpF+7WsRQjDdmGZGVNE1nYyT4Uj5CACHS4cZr43Tn1AtCb3Qw9ZtfufG32FFagUr0yuxdKtt4/7up3bx3U/tOtPDd7gILLlxARVmJgQcmKrS8EMcUyefsKl7IfsnK+Tjdjv8stJUoc69KZuPvOka3v3K9XQnbX7u+mXELJ0Pvm4LW4cyndT/84B0XfSuHHoqjZ5KoafTNHfuxNm0CXvVqvZxwjTRYnGieh09/txavVb9KmO1MY5+1Wf3F0tnPGa0qizbr1jxivZlZ+oeNpwZbv9sazaauLwXuBeTpTguCNUI97zdX4fzS1StojkO/vHjAFgrV5K5+266/9N/IrZtG0auC2vlyhf0GKfOF6SUyFb3uEhGBFGAQFDxKhwoHqDm17B1FcaettIkzWQ70yaIAjQ0DM0gbsZVDoWc7/DhGA6mZhIzFt9W+UrgnKPk/v37OXRo3qZSLpf5r//1v/L617+eD3/4w3je4hdBP//zP88//MM/tAeWj370o9x+++2nBeAAvOENb6BYLPL5z3+eMAzZu3cv3/jGN7jzzjufw1N7dh47WiCfsFiRi3Oi2GhfXmz4fHPnOD8+OE0QScZafc9jlk6+JVTMCRbxVi/kuKWzeSDF6p5OONKFJBgfp75jB42dO4n8AKHr+CMjhAPdaELgb1pD4c//M1NpSTFUyrsrffpEhsHcShBqMIgZMfyyxC2HlNwSs41ZHOMKC9KcPQT16Ut9FudkSY0Lho2I/I5QsUSRnkfzySexVq+m/8Mfpu+//le6/9N/IvnylyOjkKJfJp3IYekWzbDJZH2ShJlgtDrKaHW0LVTUgzrd8W7WZNbwkZd9hLSVJufkyNgZAKoFl2rBvZRP9apnSY0LqIqCuKmTsk3yifmOP5mYRW/KWVDq2fTV+JFtbVrYhs6n3/YiXnftYPuYIJTtuUOH54eUksjzW24K9bcOZmbwR0aI3XDDgmOFZaGnkkT1OiL23Cb5zaDJbGOW0YlJGkX/jMeM1cZImAnWd61vX5axMqcdN7dAAXB0B110xKrnwlIbF07NtOqwtAgrVdUBaFxtNhsDAwhdJ3n77QhDxxoawuh6YY6mU+cL4/Vxphtq3u1HaryQSEYqI+18ihv61PhkaRamZlLxKkgpqfpV4nqcMApJmAkMzUDX9HY5uqmZJM0kjn6FrVWehXMKFX/8x3/MwVZSKsCf/Mmf8PDDD3Pbbbfxgx/8gL/5m79Z9AP95m/+Ji9/+cv5uZ/7OV7ykpcQRREf/ehHAfj617/Odddd1z52aGiIT37yk3zpS1/ihhtu4F3vehe//du/zWte85rn+vzOipSSp46X2DaUYSgb43hBCRXf3T3OnrEyALNVJcQEre4gMXPeUTH3/1yLIcfUGe5OdpJ8LzBRrYaeySI9D2GZSN8nHJ9gstdGSknaTpFJ5cnYGUrRvEXwpb23QkqJSH7kk7SSaEK1NtSEhkReWR9+KaFRhNLxS30m52RJjQsdoWLJ4k9O0tizB+/oUeIvehHOxo0Iw1ATDl2n0SgTxEwM3cQNXT69U4Wm3bH8jvZ99MeVUCGlpCfeA0KF5OmazvLU8svegn0lsaTGhZNYTEi2G6jxI3OOzl9+FBHrtB99Yfi+6tIUhpTvuQfp+3it7AlnyxZAJfoL00RoGkZ3N2Z3N1p8cZtJc20F3chld2E3RbfAZP3MuQJjtTH6E/3KzdUSKNJ2esExkYyQUtIdU+U+lmZ1HBXPkaU3LrRyUTosOWQYIptNMAyC8XFEPI52SonQ8+n+82zUvBplT60hgygAAbZhU/bK1AJVjvr6ta/nZ1b/DCszK+lP9BPKkHpQp+JViBvzQoWpmRiagaXPf5d0OV2Y+tXl3D+npL9//35uvfVWADzP49vf/jaf/OQnedGLXsTrXvc63v3ud/M7v/M7i3ogXdd573vfy3vf+97Trrv77rtPqxm7+eab+epXv7rIp/HcaQaSihuwPBen6Yf85MgsB6eq/PV98yFLsycle2tCtSqds3d2xS00TXTaFl5kwlpd2TjjcbwjRxj53d8FKflSbCfXVXbw0vT8F9VMUGKDtRyXgJdt/RkQBiDxI5+EkUATOqEMcfQ4utCvLDtV4KoFd7MEfhNObbvaLIOVgEucHLykxgXDQQt9OlbOpUXkurj79lHf8SRIibNNpVfJIEASoRkmpcoMojUJ+fbhb/Pj0R/z2tWv5Zc3/TIHCgd4pvAMWTtLqVnCEAZJM0lMj+GGLo7hEDefmx28w4VlSY0LPLe1SKmudtEy8bNPJiMpO6UfL5DI92nu3YuwLGY//Wn0XE5ZvIXAbJUlyyBAtEo9tESC2I03nOsuF3CieoKEmcAPffxQvaZlr4wf+pi6SSQjDhYPsja7lvHaOBtzGwG1kCh5pQWlH17oUfbKGJrBzQM3c8+he7A1+6pK7j8fLLVxQQkVnY2NpYh0XUA1ffAnJjD7+4mqFZASPZ0BeYGEipYYAahxQ9KeX0w3p9GF2hj5lc2/QqFRIB9TmYZlt0zFq5DQEyDm2486urMg4H9ZatlVJ3Ce89k2Go12SM3evXvRNI0bb7wRgM2bNzM9vbRt5eei5qnBJWnrDGVjhJHknx8ZWXDMzElChWPqSJT9M2HrDHXFSDnGlZVpsMSRUUTUbBDpAklE4QtfAE2jmbLZt0xwf+lxaLrgB3hunXJY4xp9Jf/vi/6AtJVWQoQEGUkcw0ETGqEMycfydMe6sQ372U/iciFoAkL9q7fCewKvZVWUMLET6rMQdb5k2xgOIvI6E48lRlAoIKUknFK7mXOLkKhcYnz8IEdGnma6PoWez3P/6P1868i32JLfwls2vwVNaLz/lvfzX278Lwynh5FI8rE8mtBImAmaQZOYfgUJlB0uCL/wz0f53ENHz3q9lJK/+O4zPHa0QLGhFrXZc+RVzbUm7fD8qf7oR0z9xV8w/Xd/B4B37Bje8eMYfX1otvoul76PdlKphxBiwZzND332zOxhpjGz4L6llEw3pqn5NdzQpdAsABDKgP/4/f/IbHOWL+37Eh+4/wPcd+w+phvTDCRUrtvq7GpALTTmatUrXoXh1DBE8MubfpkP3vpBeu3eq27BcaWh3kmdjY2lSOS6bYE5GB/H6O8H34cwQvo+Ugg4T0JFJCO8UK0XG36DqldFSkkgVT7FHNP1aXJObv5zL2BNZg0A+wr7lFBhJBBStF0UtmG3RQsAS7eed2fCy5VzPttsNsv4+Dj9/f3s2LGDrVvnOyLU63V0/fJVg+eEioRt0JdWu80PHlr4ZTVn4QRV9tGTssgnbP7bL2wnbhokOjWmFxXpeQhgqjFF7eA+9McfJ/NLb+YTW48wU3mUqjdC02/gNDRmQzWxyMfykEkRRi5xI44XenihR8yIsWxtnpJbIufksPUrbHcjUGoydhJKxyAzBNPPQGYZaKYSKaxxKI2A0KB3M/h15bK4WtFtRNARKpYaUb2OMEz8YhFiDmUjIBsESENnNqzg+U2qW1bw109/lGOVYwD85jW/CahdCoAb+2+k0CywOrO6bcmOmTEalcZpAmX/6tNryzt0+O6eSd71ivVnvG6i7PL9Z6Y4UWyyaSCFbWht9+XZsDpCxQsinFXf8VFFBdH5IyP4J05gnpxXEAQLhIpTmapPcbR8lLgRV6UZSHrjvTTDJo2gQdVXC46Z5gxd+Vk25Tbx9eYsXz/wdb579LsA/MPT/wDAQGIAL/T4xQ2/yMr0SoYSQ5S9MqZmkrWzDKYGGamOIBBsym/iqZmnOhkVlzsy6swXlihRo4F78CDCMAimpojfeqtyW61YjnfwIFoqfV42mvtXZyi4BcZr4wwmBwlkABIaQYPjleNYJ3WQm25Mt0u/AASCrd1byTk5Hhp7iIpXYSgxhBSyHaAZM2JXnTBxKud89q985St5z3vew2te8xo+85nP8Ou//uvt63bv3n3GAJvLhWqrv3nKNlmWnbf9ru9Lsm/i9J7MMVMnbhnkEhamrhFJ2Sn7uMhErktz/35mswHioUeJaRr6HbczM/4UoEIzv5s4wqYZB1eqXa388vWgaYRBiGM4uKGryj0Mh5e+aeOlfDoXhso4OBlV8qGbYDhQnVK/V8bByQISdAtqkxCFIATMHoTyCYjlQF7erTmfN6aDaFQ7NadLjHB6mtLXv07j0AH87gyl6REcu4fKQAbXyZNx0jxYepRjlWO867p3sSK9gmUp9d0URiFybsdLQne8u7070RPr4Yh+5LRsmlvfsOaiPr8OSxu5iPFg77gSxJ6ZqOC1un/VvYCqG9Cbmn9/RVISReoduZi8iw5nJywWF/zuHTlCMD1N7Prr25fJMEBPpzmVkqu6dzTCBo7h0Aga+JFP0S3SE+uh5tfQhU7dr4OAmcYM4bbdvPjmu/mX7w/wrSPfwtRMfuu63+KvHv8rAJanl1P1qgghuGv4LgqNApGMcAOXtdm1mJpJwkzgRR6WZiEQHUfF5cyn7iSZXA/yTZf6TDqcgcajjzL1Z3/W/t3I59EyGcy+PiVUPMfuP2fj5p9dxcNjk8w0Z1T2lQQE7C/u50T1BN849A1+beuvETfjTDWm2Nq9VWVXtLB1m+v7ruf7x75PKENi6RiGMNobpzkntyCj4mrknELFu9/9bv7kT/6EL3zhC9xxxx28+c1vbl/34IMPctddd13wE7xQVFuOiritk3QM3vuqjSzvirFnrMK+iQOnHW+bGoYm0DWBEBBGsjPRuMiU7/8xUx/5KHFAJuL4a5czEk1TCMtca67CTzp8/tCXALjWVouNwe7htgUrpsfwdA9TmFfGBKFZBjOmBIk5yieUm6I2pUQKUDkUhWMqq6I+o5wTThqaFbAToNswewQMC2rTiCB3SZ7OJUe3EVHQESqWGMV/+RfKX/+G+uXGLVTdKtqm9ZzQSmTzy9F0i8cfepzB5CC3Dd3Wvt3cAtPUTPzQR9f0BRbKuBlnc37zldftp8N5ZS5MG9R76o//zx5euq6Hl67vaV++b6KCZWhEkeTwdI31fUnqXohlaARhhKFrNP2QqhcQRRLH1Bd0Cunw3Ammpto/C8siaCX7W8uWETUaRLUqei5/RqFiujGNoRk0ggYxI0bNr6FpGmWvTMWvUHJLWIbVXlDMNGdYk1Vziuv7rueeQ/fwsmUv49bBW7m251qmG9MsTy1ntjHbrgQQrbBumK9R74n1cLR0FMM2row5yNVM6Timlu04KpYo7gHVCMLZupVgdhZr1SqMXA7NcdDzebT4+Sn5rPt1giig5tXawqapmdS9Oscqx/jx6I/b40ShWaA71k3ZLbcD/HVNZ3v3dr539HvqfHWHhDnvbO6EfD+LUOE4Dn/4h394xut++7d/+4Kc0MWi4rZKP1rlG7evVXacUuPM7adipo6hawghMDQNtzX56HDxmNm7A4Ao7qDV6shrNiKEYDYos87q56Wb3sDHHvsLSm6JJ92DrEitQEOj5JWQUmLqJrZhk9JUyNU3P/E0AK/+D9su1VN6YUw9A4keyA3PX+bVwa/B2FNw9H54ye8oUaI2CYathAoZQaIbkidZ3pPdIHSoz7Z6g1+FdLp+LD1KJSrf/k77V9HbTSRDprU63fEeNKFR82vsntnNa1e/dsFN3dAlY2dIWSmOVo6Stk5fsPTEe0677LIfFzqcV8KThIq94xUePjzL/skqt6zOtzcrnpmosK43iaVrPDFSJO2YOKZGb9rhyFQNx9Lxw4jN/SnKTeW06PDCCE7KSIu/6EXU7r8fUB0/okYde+1ajO7uM9626lexNZtm0MTWbap+FT3SsXWbQrNA2S1j6zZhGOKFHhWvwsqHXszOnUVuf+3tPDz2cHu8iZtxVpgriGSEoRkIxAInl6EZbRt3X7yP45XjeJGHIa5uO/dlj26jRZ3w7aWI9DyCSZVp1ft7v4dm24SF2XYZmLl8+Xl7rO/+wx5qfsjKn9NVlo2EpKWyHefalB4rH2NZchkS1fVHCIEf+JiWiS50hjPD7ftzRCfc+1Su2pV2rVX6YRkapcZ8aOZQ9swqm2PqaK16JqtV+mF0dkQuKo1jx5CmAe/+deTyQYybrwdNoxLV6ba6WJ/bwCde+QlelNsOwHW914GAKIpAqlqvnlgPuZhyDDSrPs3qmYWpJU8UQrMIhcPqZ1BOgNAFtwZHfgx774GZA6AZ6hgnBaGvBIlT0QxVAnI10xEqlh57n0G6LlprV1SLJ4iSMSKN9o7kE5NPEMqQF/W/qH2zcrNM2SvT5XSRj+XxQ3/BLsW5uKzHhQ7nnZMdFd/epXbtZ2seX3tyFIDpqsuhqRob+9PcvFoluFeaAV1xi96UTSauQhWjSJKOWazIx1nVfRVnAZ0nwtlZzJUr6fnP/5ncr/86iZe+lIGPfASjp0eFlfb2ojmnu6WklFS9KlW/SjNstuu/QxkSN+PtEE1TM6mHdf7Hrv8BgOXH8OsRqzKr+NtX/C0DyYEF9+uFHikrRdbO0gybIMExHLJ2tl0Lb+omy1LLqHiVTj7F5Y5hdeYLS5So2SSYmUHLZNrBujDf5cPM5TBz58c53Kz5hA1IWAnGa+PEzPk15FxI70hlpN3auCfW09a2HN1BFzq6ppMyU+3LOkLFQq5aoaLqq3eKEBCEEj9Ug00uYfHqrf3c2ppwzBGzdOZ0CdMQhFJ2rJsXES/0kJOTkMvC6hXIP/iPkMsy7aqBoNuZ3zm5ecXtgLJoztWLgRoAklbyymhD6rVaIEU+NAqtnwP1pRnLQGVMXTb6uPo/2aNKQeyUEiWm91/8c17qGE6r9KMz8VgytOzd6bf+CgDR8gGc3oH2jgXAo+OPkrWzbWs2QCADtvdspy/eR9JMknNyJIzO4rDDcycI58eDe/dO0puyuXV1ns89dJSvPjHKp+4/DMCrt/Zz07Ca/Bq6wDI0Uo7JjcM5hrsTpByTmKVjGzrZ+NVdc3w+CGdn0XM5Erfdhp5O0/Oud2GvXk3keWjxOMI689/YizwiGSkxARYE6lm6RcNvgFCX75new5NTTwIsKBs74/22hIoupws3dEEo23bGXhjOGzNihFF41QfkXfbocxsbHUfFUiOsVglmZjB6FjomhXH+P3ORDBFCYOs2XbGuBaWkbUdF5Rj3HLqHmBFjeWo5tm5jGRaWbqFrOgLBth7l4NSFcnZ1mOeqHSlrboQuBJqA3rTNZMUln7ARQvDOO9byzZ1jPHhoBiHUOOQYWluYsAwNARjaVavzXHDCSoWoXsfI5Rh3p5moT6BPFSG/sF5ronwCgHysm0hGaELjtqHb6E/0s7ZrLYVmAVOYxKzYldHVY2o/pPqUUCGEEh9Kx1VehdOythsOFI6on0cfg2vns2Ww4vCTf4Qn/xe85Svzt+nQclQE8w6VDpee6WkQAvf6TfzVH27nocZn+VPxflboQxSaBT751Cd5YvIJXrHiFWhCI5IRjaBByk4tqO1clV6FoV+1X3cdXgAnOyoArl2e5Tdfspo//j97+B8tkeKN1w21u4e97zWb6E3ZC8K2+9NOR5w4z4TFAuaqVernchmQ6OkMstHAGBo86+2aQVOJEydtYpzs3pdIhFRXeJFy275q+FXExs69wRFGIUkzqcahKMLWbQaTg6c5JyzdQiIxrt7p95WBYSO8jlCxFAkmJglnZ7FWr56/UM47Ks4nkZQLWpCezHRTCRXHK8c5XjnOWza/BUu3SJkpjMBoh2QamsGvbf011mbXsixY1nFbncJVu9Ku+xFxS5Vz9Gdip73R5lqH5RPqjeSYelt5t3QNrRWs2eHC4I+P09i5i9pDDzFxYp+qIS2UKXdZ/Kejf8GUXwDXYx8T6Gjkkz2UmirJWxMaa7vWIlsDSNbOkrWzl/YJLYYohJlDSoQojijxwa2ocg1Ql8/sVx086jOqc4eZUMGZE7tUy1FQ1zcKSrAYe0rdx9iT8P0/UW6BE4+BDGH86Uv3XJcihtPaIekIFUuGmRlkKsF3jn+P+xs7CYnYVT3AeG2c7x39Hk9MPgHATQM34YYuhWYBIQXLEgs7UnXFukhZqUvxDDpc5sxlVFi6xmu2DfCWW1bimDp/ePcW/uLfXctf/vx23nbbcPv4W1fnycZNzJOECkPXSNqdhel5IwwJS2X0dJqo0UAGPjJojdtRiJ4682c9khEzTeXClEJSbBT568f/mkAGHC4fRkpJ3Ixj6RY/HPkhBbeALnT+/ZZ/TyQjwmcRsR3DwdItIhlhGzYxI3ZaYr+lWxjCQOtsdF3eGA5CdhyYS43I8whKpQWOCiklUgi4II6KqL1+DKKAB048oFodS8l0fZqMpRxVa7NruWv4LvzIJ2WlSFrJtnPC0ixs3eY1q18D0HFbncJV+9eo+WGrnEOQiSmVTUo5L0a0Jhm9KYcglAxkY+3SD0vXMIToZFRcICIZ4c/OYORy+M069fFRsitXI6p1diWKjPszPFHfx53RRvYyznBqJWY2hxAqxGrOORHKEFu3GUgOnPGDv2zjEkrTjSIlHBSPgpVQ3Tu8mhIkUoOQX6U6dyCVMNEoKjeEECokU4hWCYiYd1Nc/1b4ySfh8c+qgM3931Huiqln1PWHfwTHHoTyKNz5R1AvwNVcG2fGOo6KJUZQmIZUnCJ1ADQE94x8h/+5/wsAbMlv4S2b38JwZpjZxixb8lvIx/LnustnZUmNCx0uOXOOirfcspKfvW6ofbkQgnV9Zxe/Oo7LC0ilAlKiJeJEjQaqVkNdJQFsq+2whPkOQJP1SUbKI+RiOUrNEv+48x85WDqIH/k8Mv4Ib7/27dyx/A4+t/tz/OuhfyVlpcjYGTShkRx+9vmerdvteeTZ7NumZnYWIlcChq3KbTthmkuKqFolqpTB9+dLP4IAzbEXlHmdD8IoJDkscAwlRj428Rh//fhfk7olxerMapphk7vX3k3eyXPb4G0YmkEURTiG6uwxNw4YuoEXepiotWjHUbGQq3a0rHmqRVgqZqBrgpipEUQSU1dv5DnbZtI2+ItfuBZdiAWlH4Yu0DpCxQVhbPYY5elDDK+8hqYfok1ViPRxdODxmAqk2VM/xB3OOg5Wj/KqVa8Cx6Y71s1kfZK4GcfQDIIowDGc02pE53jRa1ddxGf1LBRHoDoJTkYJDl5V/QsDCA6D6UBpBJK96nopVdtRULkTgatcFfu+Db0b1OVrX6Fus+vLkOxTl+29Z34HYP+3QWjq939+i3JivOZjcDm4Ty4EczskYSdIcckwW0BmE4yLMglhs95azhPN+fbRL1v+MoYzw+1FyflwTi2pcaHDJWcuo6LhL17AFNBxXF5IZpQrQs9k2+W57bagwGRQRNSrDCRU4OVEfYJIRhSaBRJWQgkYAg6WVAvDE1VVQvrU1FPcsfwOHp9U2U4Vr8LqjLKP97/UwNRNmkGzXYcetb5LIxkpp4RmqA5jmtnu9HEqmtCIGTEaWuO8/1k6XEQ64dtLksj3CabV+GD09gIgg6Dd8eN84kc+3bfDgeJOVsibOF45DsCR0pF2l7HBxCC3DN7Svo1AYOrmgi5kpjBpymb79yuiTP08ctVK/nU/wjE1HEO9IZIxAy+YH3AcS13umBq6EGpd2FLjDF3DMTtvpAtFuTTJVH2K49VRjjfGsITGvl3/BkApbbDGGmJv/TB7YrMEMmBjbiMAw5lhck6OSEZU3ApBFFw+wZnVceWQMGyoT6svvygEK6YEiYldqmuHZigVf2oPfOf984tqw4YH/wb2fwt2fQViOdW6dMOr1PFllVDPM99SXT+uf6v6/dUfgd7N84Gcj//Pi//clwpzac1B89zHdbhoaMUSxGOMaRX6zW5WxVVbsRv7buQ9L3oPtw+p4Ny6X6c71t35gu9w3plzVMxtYpyNph8yVppffHYclxeQUqvMM9kKyBUChEAGAcIwKYc1anOB00DZKzNWG6PoFrE0i8OlwxwqHWpfP1ZT4dPHK8ep+3XGqmPt6+Y2OiSS5cnl1IO6CssECg3VytSP/HbArxCCuBHH1M9eD58wE532pJc7utUJ316KeB7BmPr8moODSN9HhiHCfv4BlXOlHKcSRAE/Gf8J/+3x/8aTU0+2Bc/DpcM8PqHEzt5472m3OzWY1zKstugJdMaGU7hq/xp1PyLn6O0Sj5RtMl3xwA1ww5B4S4iIWzq6JnCDqC1U6EIQtzoT4vNNza8ho4jGsSOkUzkKjVk0oeFoFqPHd7MF+C9Db+GHKzz+8cDn+MTUV8k7ebZ2b233Q9+c30zZK/P09NMEMsDRT29PNsc3/mYHAK/77e0X5fmdlSgCr6LEBSR4rRKO5Jl7wGMl4dhDqgXp6KOw4lZ1ud2yIRePwdqfVpO33s2qlGRu0ubXYPA6uOGtsPWNysERz6sSkGSfKg+5WplLa/brl/Y8OgAQ1etojSZBOsWYe4hN8dWszq6Cwve5ZeAWbui7oX2sH/p0x87yeXmOLJlxocOSYC6j4uTMiTPR9EOMVuty6DgqLiiVCgBaIgGGQWi0RIpGAz2VpOgWF7QJLLtlqn4VQxjsmtnFnzz8J7x48MWA2uGcWyQcqxzj4bGHkSfZ+btsVQp26As+s/Y4L/6/NrN7Zjeu7pKL5ZhtzuKFHn3xvvZtYkbsnMn9CTNBWZTP39+jw8VnrktYp1R0SRH5Pv6JEwjHAcskqpSRvo+2bOjZb3wKJbeEEIJ6a07Yn+hvXxdGIc2wifv1Xl7j/wd2r97NaFVtCD5w4gF0oXNT/02syix0aErk6UKFZhHIgEhG6EI/7yUqlzuLclR84AMfOOPlH/zgB8/ryVxMal6EY+qYrdDMmKXT8EKCKEJKSFg6AojbBnrLJtjOqDA6wVgXgrHqGCP7HsefmcFMZUhYCWJmjMgyKc6oAcBMpbm1/1Y25DYw6xZ429a3oQu9LUicXBsqpcQ2zj5ZCLyIwFsCarhfbyWQi1YphlQ/nw0rDtP71M8H7pu//OTQrsHr1BeoZsDQjeqyVCsJfcUt6nGcVklMbhVs/yVVKvLS3z1vT+uyY25ie4UIFVLK08LfvNCjEVwelmN/YgKAZsZmxisw2LWCa1fcwtuvfTu3Dt664FiJJGGen/ajS2Zc6LAkCML5MM0wOns9eiglCVun6YdIOo6KC8qcUBGPoycSVI2AgqgTNRoEMQsv9NqLiyAKaIZNTGGiCY1nZlVG05NTT2JqJsOZ4QV3fd+I+k5d17UOgIyTUTuqAYS+JGtnMTWTIAxYk11DykzhBi4pcz6vJG2nTwvRPJnB5CBJI3nW6ztcBsyVfkSd74olhefjj45irViBQGCvWUPs2msx+/uf/banMFmfpNAsUPNrFJvFBdeNVEZ4auopmq6LEZnsmtnFWG2sHaxp6Ra/ec1vLhAdIhmha/ppGTVdThdRFBFEwbO2Qb4aWZRQcc8995zx8m9961vn9WQuJo1W6cdcFkXc0hnqinHdii4MTcM0NH775Wt5ydpuhAY6ou2oSNgGK/LnZ1LcQSGlZLoyTvnQM0QJB+5/DI6O4n3n+3xs5ovYNY9I18C2SMRS/MGtf8DfvuJveVH/iwhluGD3ZG6CIKUkblyCcMjqJLjVxR/vN1jYH02qUo5TmT0ED/6dKk2YOajEhqP3Q6haqFGfmT928Hp1Hs2yck6suxNWthZ3K245/b47nOSouDJKP2abs+ye2a3CaSOfseoYOyZ3cKR05FKf2qIQhoEEph76EQD92eWUDZ9ru69dUOIRRAGWbi3oX96hw/kiaC1ETF20fz4TAsjFLJWrJDqOigtKVX2/aokEWlcXnm1Q1yIIfIKUgyY0gihgqj6l7NgSsrEsGSfTLvmo+lXyTp6ckwNge892BIL9hf3knTzD6WEAsnaWMAoRremyrukMJAcYzgwTM2IsSy1jc34zWSfbPr2BxEDbiXEmDM1oB312uEzRbYQMO13Clhgy8PGPH8dcrspEtUwWo7sb8Tw6fhSaBRp+g7pfp+JV2peHUchYbYyj5aNIJDEjzqHSIdzQbTs937L5LSStJMVmkaJbBNRc5Uwu74SZoMvpUq6vTtDuaZzzL/L446rGRkrJE088saBG5+jRo8QuQDjJxSCKJI1AEjONdiBm3DLYOqR2mDNxk5lqxIvXdlNpBhiaQNPohGdeQJphk7BQRA9DzKeOoH3qKwA4QPjzGlv8PkSq3moxpKxRc1bvudDMOTShkTASuKF7aTIqKmOqjMJe5I5Jowi6AeNPwZP/DC//f6AyoZwOJ/PVdyqRIrdafTlufK0Kxxx9TD1ebRqGb4fVPwXpAfV76MPAtepfcQRSA5BZcd6f8hWB2XoPeVeGo6LoFhmvj9Nd60YTGntn95KyU8w0ZwiiYMl/IVrLl3N8RRyPJrf138qK9AryTp6CW1hwXDNokndeWKePDh3OxlxGhWUoR4UXRJSaHj3JUyacAnrSNscKdeJWx757QalUwDDQbBurr4/QqlJ1p9D7V1JPWOCDkIKj5aPtkg9Qc9mDxYPtu+mOd7fHjqHUEOP1ccZr4yxLLWuXcmTtLKEMFwgLK1Ir2q9vT7zntNPrvPZXAW1HRaBKa63O5uVSIJieJqpUsFasUM2ArOfnUHBDl3pQRxc6oQxxQxc/8jE1k5JXwo98an4NMBfMP1635nX88qZfZiCpgnyllO21cxAFC5xXJ9Of6OdE9QQWZ3diXa2cc6b6S7/0S4AadH/xF3+xfbkQgp6eHt797ndf2LO7QLTDsYwztxjNOAY1N8A0VL2pY+q4QcfedSGp+TVEw0W3bKz9xwCQt9+I+PGjrC3YrPGzkBKg6+rfSQRRQExfKEgkrAQpUpdmwtCsgJmAs3eum0dKJWwYcfj6u9RlD/13JUD84v+nunyA6sgxF/K4t+VwuvYXYd934Fu/N39/3etVCUcUqFKQ0JsvJckuV/9AtT91Mp0v15OZE7WC2rmPu0yYacyQtbOM18aJGTGSVlKlzfsNan7trN1wlgoVr0KFBlmR4F03vIuiW6In3kPBLbTLV3Sh44buGRcLHTqcD9oZFbpOEErcIEAXAj+M2qWjfhjhGDqZmElXwurk611oqjW0eBxh2wjLwjckjbSDPrgK15tF13TCKKQRNMja2fY8YLoxTdmbz4bojnXT5SjnQ87JMZwebgsVcwuNnJMjiIIFQkVHiOighIpAuVa9Kgxdf6nPqAPQ3LULAHN4GOB5OSlABXTrQqcRNlql2WpTxLRMTlROEDNiLadED0kryd+94u8YqYywvmv9wvFB0C4HCWV41s3TuBFX+RSdDfHTOOcruHfvXgBe//rX87Wvfe2inNDFYM6+qZwSp78pErZB0jbaZnzH1Km6wUU8w6sPN3DRPI+4k4R9R5HXbiJ628/ReOwxNhUTUKlBKgG2SaFRQGii3YpQSnlaPWjOzp0zdRtgeNv5Cd9bQBRB0FBfXIvBLasgywf+av6yQz9USdJjO2Dl7SqTYueX56+f2AnpQcgsg4FrlKNijnjrOQVeK4NCKoeAdVIJjJRKxPCbHaHiZObKbbzLI8PhXHiRhxd6dMW6mG3O0ggbpCylnJm6yXhtfMkLFbtndvPYWsHLnXUq0R9J0kyiC526V0cIgZSSrT1bz+tzuSDjQofLFr/VntTSBWEkkUjySYtCzScbV987rh+RS5oIIVjTnWSycmWUjy1Z6i2hwlTf8W7oIk0dV4twIxdDGGrCL1kwD3jwxIMAbM6rQMy8k28LFXknT5AJeGjsIZYll3Fd73W890XvZTAxSMWrMLi5h8zV2rp79ggk8vOB3R3mSz9CF5r1ViZYJ2T/UlN78CG0TAZ77VqIQoT2/Eqsyl4ZXdOJokhlFEqNilfB0AwKboFcLEfJLTGdL3L7huvIxxLkY2d2dupCCadBFJw1Ny9mxIibcXzNf17neyWzqFfwShIpAPxwLpVbtR49laRj0J9xMDWVS+GYWnvnpMOFoRk2qdZKHJs9hDYxzY7lIWP+DMfzkqEZlFCRiBO1bFyntgo6tT69O979rIuX6+5cwXV3nqcyiChSAkDQVG6GxWZUlE/AiSeUdXDT3eoyt7Xj88Dfwj+9Hh75H/DEZ2HNyyHbOt+B7er/VS9TgZlzxFsDZeiCk1WlHnPhiUFTCSBBE8w47VyMwG01or/KmXsPBe6lPY/zgBd5879IkJFs7wgmzSQT9QlmG7OX6OwWR8Wr8I2bNdxXtDJVWouOpJlE0zRSVoqUlTpnLfjz4byOCx0ue+YcFbomiFr9IJZ3JQgi2RYx3DAkn1QT0EzcZG1vJyjxglKrocViaJYSivzQRxc6zaBJw2/wxOQTJMwEqZMW1l7occ/he9jWvY0b+1TAdE+8h5yTQxc6K9Ir2JTfhCY01natRRMa1/Vdhxd6ZO0sW3968OodF6pjV0xJ5HljbsHpVtScyr/8Nzgue+p1mk89SeKWWyCK0BYZT1D2yoxXxxdcVnSLal0hVBlZ0k5yuHSYg8WD6EJvH3NizdOseMmZN/zm1ilZO0szbCKl2mw5E0II8k4eU3TCNE9lUZ4YKSX33HMPO3fupFZbaIv+oz/6owtyYheSoDW5MDXtjIFXtqFjJ3WKdQ9NU7Wp9rO0Juvwwtg5vZMPTP4d7/1+hhXAPw0cJDbxL7wiL1h3qA5eQBizKco6Xc4aSm5pwe3PlbB9USgcQffKSiDQTCUOnKywF46Bk1Y2QRmpkg6vqi4vHlEZEi/5z3D0AahPq9u4ZRWY+cRnIb8Wbn83/NvHVPvROaFi0+tg/V3wqbvU74mWUBFFKiPDSsJcUn19Vu2IhD50rYbSMahOqW4XzZL64r2aBYs5oSK8/IWKk4W8mBnDD3280OOfn/lnXr3q1aStNAeKB7jBvmFBMOVSYi5lO2kl2mnZpmaSttKYmslQSrUb69iwO1xI5kpFDV3gBRG5hEUmbrJlMM3OE2WyMTWxPLkTWOc9eYGp1RHJJNKykFLiRz62YVMP6jw68Sh/88TfkDATbO/dzkhlhA/8+APcvfZuSm6J121/HWErALEn1sNgYpC/vOMvsXWbhJngH+/8R+LmvANRIFjbtZa0lb5Uz/bSEkVq46VZglTfsx9/tTCXaeWW1TzLbyw+l6zDheHwEaTnE9u+XbUrXqRQUWgW2D+7n0hGDKYGCaOQilsh62SpyzoSiaEZmJpJxauQaXXMK7rFc26IhjLE0R26Y91MN6ZVtx/r7O+RodQQDaMjeJ3KolbfH/zgB/mjP/ojxsbGCIJgwb/LkbA98Th3Mrela2hCYOkalt6ZeFxInpx4gtUnJNsfmuGHL3IQg30ccEfQBwbQK3WE6xHETIZ717M6s3pBOI2lW8+rpc9XPvY4X/nY4+fnCVTHVbBS4LHAqRC4SrAojSihoHhMtRY9ej+MPQl2QnXw6N6gbjOXIZFfB7oNP/v38Ko/gzd8QokMedUyjcFrVVcPv64EhlhrV9lKzvf1Nhz1ZRrLKFHEcNT5Sakuy6+DoRtg5YtVtoWdgfAqtiybJzkqLvOWY17k8YmnPsH+wn5iRgwhBN8f+T73HLqHH478EEtXLfyOVY4RLdGC+rJX5oOfD8j/9ZfwQq+9E5GL5RhMDbYdFeeb8zoudLjsCVsOTEPTSDsm6/rUe6437bBtKE3VDYhbOo65NAW/K5JajdDSGfdnaYZNvnf0e0gpqfk19s6qkuWx2higNkGaYZNvHPwGutDZmNvItT3X8p9v+M9syG1ACIGpm0RERFHUFimqXpW6rxYppmby1b944uocF4Kmyro6pT3jVY9+Uvi2GVPOig6XlmqrbXEmgwyCRTsqGn6DlJ3iQOkAFa9CszUPFkIQM2PtroIJK0Hanhcsi26RGx5+I0/845ndqXOlHj3xHm4ZuKXdSehsJMwEltYJ0zyVRTkqvv3tb/OlL32JFSuuDNubH81PPM7V69zUleMiZunkkmeuK+pwfjgwu5+3fi+knICn71rL27pv48/HPsf61TcCXwdAJuL0ZIZwzLiqHWu1XTyXQnlRCH3llAh1tfOgGxC2ahdnR1WZhVeBcqvsInlS8N/MATUJ6GkJFZnlqhTklre3xINTFmJb3gB9W+a7fMzlTLzur+HwD5VG0iyp8My5XaHsChh5WLk43BoglaARz83fb26V2hFwy3C1lsidXPohIxap4y5J9lX3sWNqBzumdvCXd/wlv/PD32kLEntm9wCQcTIcrxyn6lVZn1uPrS+tMa7klUgjELquQvESWYALIk506HA25jKtbEPjupVZbGNekOhJOaRjZructMNFol4ntE1m/RmeOPxN/mX/v+BFHq9b87p2+9GJ2gQAh0uHAWgEDdZk17TdlzcN3EQzaOLoDo2wgUAghUroF0Lgh77qOSt4XhshVwxBU7lE3ep8MHeH+Y0NOwGG1RFylgIntS0GieYsrmV5za9h6zYSyWR9ckFnDku32DG5g+t6rzvNKVdyS6d1T/NCD4ESP4MoIGMpx8WzZeZ1ODuLmok7jsPAwMCFPpeLRrv0Q9fOadHUdeWmsA2d7o5QcUEIo5BIRojd+9k4Cv/8Eo3l2RVsja/h06t/n/5rb24fa6ezGJZ6HZJmEi9UgYGXfOHi1SB00QIXSsdh97+qy90q1GeUi0Lora4dp7zfpp5R/3evV//n16jMidyaMwdXWXEY3K4W0kKfL9XILofrfkWJJF5d5VPMhQjFckq0SPZD5CthwziDamvGoGsYucTbVl4w5mpOQ++y742+r7qv/fMnn/pkW6RYl13Hvtl97RT7XCxHxa9woHAAUCUjS8VhUXbLaGiEloGt21ev9brDJeXk9qQnixRz2Ia+oOyjw4VFBgE0GviOQVP6NFvdsEaro7i+y9HyUQAm6kqomBMuQI1/J9MMmuScnMrxQWJpFn6kyuRMzURI9X291Fs5X1C8uppLyHC+81iH+Y0N3VRzts7f5tJTaQkV8ThIENazuxOklDTCBoZmEDNizDRmmKxPUvbL/M4Pfof7jt3HRx75CE9PP73gdm7o0ggap40NNb9G1Vfnca4uHx0Wz6KEit/4jd/g7/7u704LMLxcmdv9MIxzK8O6EJidko8LyoHiAfZV9xGbUdknu1cI1jkroOkiXA8Mg+jnXg1AoncQ0WpNGjfj+JFPEAWXfgHjVkDoaJEHu78Cj/4jVMdVUGbotXYkDOV2OFUgGHtSiQqZZer3lS+GN3wcYtkzP1ZtZt6KaSfBSZ3+BWnYkDipc4FhKSEk2avKSRK9Z38uXSuRS2xn/aIx94USzjkqLl+eqT7DcHqYnlgPe2b3YGomn3vN53jt6tfiRd6CyXvGzjDbnGW6Mc3e2b0cLR29hGc+T9kro7WE5O092zstSDtcEubbk3bmAkuBsKLs3YFj4NhxJuuTgGrHPFYfww1dTM3kUOkQ//DUP3C8cpzeuPrOW9u1FlCLk7l/Jwdudse7aQZN6n6dnngPgQyUYHE1uwi8iuoShugERp6MOdfO3FPzO//yzraq+3Wm6lOX+jReGK0MReWoWJxQ4Ue+EjWEwNAM3NCl6BbZO7OX0eoo9x27D6AtgIISOL+w5wsAGEK5u71QBZgLqboNuaGLH/rtspEOz59FycSf/exnOXHiBJ/73OfI5xe2X/n2t799QU7sQtKeeIhz6zS6Js64g9Lh/FD2yoxWRzlYPUi2ldH6rvW/zrAzDKWKCoFsNqndtIn0TdeRy65sCxU5O8dYdYzeeO+lbbPoN1TGRCyLCI7BlKqPpTKhHAygRAOhnW6ZlBJO7FAOCSHU71Ew37njVKRUuxp+Q7kpkn1qAlE8otT9KFD/x7pUcOfJdK1U/8dz83kWHRbSdlRc3kKFG7ocrh/mFSteQRAF3DdyH6uzqzE0g83dm7F1m8/t/hy/f+vvt3cD4macZ2aUu0fXdIYzw5d8cl71q2ho6JrRsU12uGQErY0N83m2uetwfolKKkhbxh3iTorZGVUfPtOcodAoALC+az27ZnZx77F7Afj5DT/P0fLRdrePYrOoxjcBtm6jazoSScbKcKJyAoAup4vj1eOXPqj7UuM3VCi4QG3KnFwyejWjn+TAFBrIQGVbXabjxERtgqJXvLw3BGo1hGmqtsVCtNsXz1FoFgijkO74/EaeF3oLjM4C1Qr9cFmVjM1t6hwrH2sfc++xe/n2EbX21TWDKAqp+TU1nxKgoVH1qmzt3qocWx1eEIsSKt7xjndc6PO4qMy1FDOfxVEhhMA2L89B53JgtDJKzIhR9It0VSXS0FmVXa0W5LoGMRO8AOmF9KzagKi4YKi3bFesi5sGbnpBi6m1N5zDWbAYohDGn1aDnBlDhK4SLUB11Ojfpr60ztZVoXICapMw+Mvqd7+hyj38hgrKtBLq3xx+vZUuXQdCcDJKqJgLfgx9pfL3bFjYsvRkutfNWxY7LKSdUeHPB5JehliaxXBsGEMz2JTfxH0j97E2q3YS01aat1/7dv7q8b/i6we/zhvXvRFQ7X3nWvwWGgUOlw4jkazJrrmo515sFim6RfoT/ZTdMk9tS3HNllde1HN4weNChyuKuYwKo9OifEkQuWrnMkrE0XSduq/aZla8ChMNVe6xtmstu2Z2kXfy/MrmX+HmgZu5feh2dTsZgWh1RmrlT1iahUConJ5WO0LHcHB0h5iudkSv2nEhcNV8wohBozC/6XG1Y805ME9qBR75oF1+jtRIRozXxwmjkDAKl2wnsGelXkPEYkjfR4+rEPEgCtqBuDW/Rj2oLxAq3NBt598DbYfVoeKhBXc9UhkB1Ljxg5Ef0BvvJe/kyadMkmYcKf12Zp4hDBpBoyNSnCcWJVS84Q1vuNDncVFptxs7R5AmqHZjpt6x7ZxPTlRPUGgWyMfyTDem6XK6qIU1lldBphLKWVBrQD4LuS6oN5AHSli6jcBtOyrghbck3XbHsud/YylVvkSzBJO74bu/j3Hj7ynhAaBwVIUsaSZM7IKHPwHXvwUe/yfVZjS3Go48oI4d2K5KOkIf8quhOKIU+rmgzDm8BuSG1X0jVZiTbqufmyW1uI51qZrJs2Gdud9zB0A3kEJHhM3L2lEhhOB9G96Hl/MwdZMVqRXc1H8TAH7oc13vddzUfxNfO/A1tnVvY13XutNuP1IZQQhBT7znopVWhVHIgeIBqn6VZtik4ld47JYe3vHaf3dRHn+OFzQudLjiaGdUdEo/lgT2+nVU/sNbkUMJ0HVl3W5xoKiyduayKF67+rXcOnjrgtvX/TppK03ZLauvUc3ENmw0oalAvVaJs63bxM04dstpd9WOC6EHekK1yasXYPaIKiO14s960yuak8O3ARDK1RoZKrfsVFfrEqYRNgijEImkETQufUD986VeV/kUvo+WUX//qcYUURQxlBqiGTSpebX24V7ocbh0eMFaYq78Y06YmGO0OkoYhRwtH2WkMsKvb/t1XrnylRSaBTbm1nKkdISaX2NFcgUxM4ZAXHJX6pXCorcIHn30UT7wgQ/w9re/HYCdO3fyyCOPXLATu5DMhWkazzLx0DVB3LqKQ5TOA37ktycSxWaR/YX91IM6+wv7MXVV+1kP66r0I51U/c09H7rzkE3jZ5PYuoWOjkSAfv6UXt8L8b3nsXM+cwgO/1i1HI3n4aG/ByA52WpdZiWVo0JoqoPH4R/C+FPw3T9QDoyv/zY8803Y8XkYuFZ15UDCipshPdQKyjzlo+lW1MQgPaiORYCVUg4KYUAYqNTpTnDPCyLSnZO6fly+uJGLF3rEzTgfedlH2JDbQCQjqn6VelDnVzb/CqZm8oH7P8AfPPAH7YR8gLSdpsvpImEm2D2zux1WdyGRUlJ0i9SDuhIx69OU3BLJ0EJrXtw2NM97XOhwRRKeFKbZ4dIjhKC5eQ0iEqBrqkSs9X15qHiImBHjhr4b+OPb/5hXr3r1abf3Qo/B5CASiaEZ6JqOozvYuo2pm5iaScyIoQmNmBHDabWhvKrGhdkjqpOZlGoDRdPVPxmoOUyzpLqOBZd3LsML4uTw7TlCH8qjMLnn0pzT80SiOt0IRNuhdFlSb6DF40jfb+dUVLwKtUCJE82wSdWvtjsG7p7ZzYnqCd7+vbfz2MRj7bs5UjqCRNKfUOXb3bFu/MjnePU4Pxj5AaZmctvgbQBEnkQEOvlYniiKyDpZeuO9l3cJzRLj/2fvvcPkuKt0/09VdY6To8KMghUtS5blDNjGJvjyI7OAWZIJS1iWy5LDBmB3uVwusMAusGbBS7ABG7PAYoMNGIyTnGUrxxnNSJOnc+4Kvz9OVff0zEgaSSNpJM37PPPMTHd1d3V31anzfc973jOjK+///M//8L73vQ+v11shJxRF4etf//op3blTBadCop2lvWRnE8byYxxOHwYgVU7h0TwE3AEa/A2VaR05I0dDVkEP+ckmY5TDPkpBYTiLqkHIHQTDQHW7ZpWh/PU3nuXX33j2+B5kWUJQuFwQbBYFSEZUFN7kXtmm6ypRRez8H/jNx2Dv7+X2chYWXgrhDnjgizIK9LL3iu+Eyye9n+7AhNGillwEs2PiSdGxQRQRqstWTrhk20AD1C2W55g37jkpmC6ftN6c5cbBX9v/Nb72zNcYz49jWiapUorx3LiM3rMUmv3NfP26r/Pm1W+mP93PV576CrF8jC898SUGMgOSvLt8KChsH99OvBA/ZQnMQGaAwewgqZLEB1WRaUzZcpY3f7+X2Ac+fEpe90g4obgwj3MWFfPt+daPOYPIv30P3/d/AZpGtpxlcUTaEdLldGUc4JLokin5gjN6NOqNVpQUIKMDHUIi5AkRdMsip85bR8Ae831exYXMsLR5mLq0sz74ZSHvXV5peciNw9huITPOV0xRVCDG5uP7Jbczz75ih1tzkywlz/RunDhyOVS/H8sw0Oql7SJVTJHXxQS2qBcxLIOCXmA8P066lGYwO0jZLPOlJ75EpiTTOhxfCqdd7IWLXljx9np44GE2tW2qxIgDP9H543/sozPUyWXtl51Zz7xzFDO68n7729/mu9/9Lp/5zGdQ7cX98uXL2bt37ynduVMFxxzrWK0f8zh55Mo5RnIjWJZFrpSbdsxX2SxTlwUrFEApFsm0hMmWs5SMEmXLIBisxyqXZ+Tge8pRygh54PIJSTCh+u5J98vt7etlm72/k8fkY1WFxLo3wCv/HV72VfiLH0DLSlkY++1eNlUVVUSoRfwn8nGZ2LFgU1Vq6YtCZMK44JZVMtY02Hz0to95HBOmy29/p2d/5UxFpTXQSqqYwjCMSgIedAcpm2UC7gD/a8n/4q/X/zUHUwf55EOf5KnhpyoGdCBJu27qPDf6HP3pfizLYjxfNa07ESSLSQYzg4C0e/Sl+ogVYiSKCekRBwIumeqjoqJMHuk7j3mcRhjzHhVzDkWzxB7jMI8MPkq2nKXB10DYLYWPiDdCspgkUUxUtjctE9MyKRpFoh4hKYLuYMV/ot5XT8QrUvGwO1wpojT6G8+/hYdlSZ6THhaiYs89UnRJHhYPLV8UsqOQi0E+cab39szBUVT88Z/l88GqkjtwVo4r9bl8jOfHKRkl0qX0md6d40cuh+Lx4G5pRgsF0U2dvJ4nb0+rKRgFVEWlaBTJlDJ4NA/jhfHKwz/z0GfIlDIcSByg3lvPZW2X4VbdXNp2KW9c+Ua2jm0lW85y7aJrq69piQGnR/NUfL7mMbuYUV/DyMgIF154IUCFoXa5XJhnIWMIULb32z2feJxy5Mo5suWsBAujduZw0Sjy50N/JltIEsqZFENBcHuwwn6W1y1jb1yIsGC4EStbQK2bAwlDLlbbljG6u/KnapYh2ikmmgBje6rbXfIOMd1sv0gklB0bqvcZpVonbX8UvBFRTbg7p5pX1XfVek04I0+bLpj3oDhJWC4/6PmzvvUDQFVVFkcWM5YfQ0GRSR4opEophnPDlb7MDa0bePnSl/Or/b9CQeGp4ad4y+q3VGJ9yBPC7/ITL8QZy4+xY3wHXpeXjd6NuFU3JaOEhVUhGY6FsfwYPcmeyuKhZJRIFVOYlsgmQXpmAVtdMfufzTzmMVNUPCqOYb49j9OHgimLwO889x0CrgCdoU7qffUVRYU1SRGXKkrl38Kio64DkElHTj4y0YenOdB87veWJw8J4TBhNGsFRkmuf4UklHIymQwgdgDqFoqi0yhLHpSPAWePF8OsYuL1rufPMlq+mJb8zjSFqDgeHw+9JJ956My1DLhUF7qpy8QLC1Y0rDhj+3JCyOVQfF60BpmcVzSKKIihZskoYVkWmioGvOlyGo/mYTQ/Stgd5q8u+iv+35P/j21j2ziQPMCSuiUsjCzk+y/9Pqqi0hnuZEXDClRFrSi4HJzz8eIMY0Yr9YULF/L000/X3Pb000/T3d19SnbqVKMybmy+5/SUI1vOoika6VKagl6oISq++uRX+e7W75IaF9MabyCEt3MBfneQlkALPs1HvbcebyiCWSyeOUWFXhQPCBDJo3sCa9r7kLRlOExqqE18JoL2xcau0tD9PFj/pukngFjUXtCiCyWJaLoAGqY5xwINVTZ/Ivx184qKk0RFUXEWT/1w4FbdYgZnJ1QNvgYa/Y1EPBHKRq3vw+tXvJ73XPQeblp1EyO5Ef7Y/0eMCZ+Bpmropk5fuo+QJ4RhGOxP7CdeiPPsyLM1o7uSBVFMTF4sOIjlYzT4G+hJ9nAwfZA6X12FtLi/736+8fQ3OJyRdjFVmVdUzOPMwqgoMOfzhbmCsiXX47yeZ7wwXskVQIhVZ0ygAye+AITcYhQY9UQryomJCLgD+M91r6fsmJAQ00EvIKNPFDj0uHhfgRAVDlSX+HMVU+fEtfKEMDEHG90leWAxU22/namiwrLku8gMwaEnz1g7jXN+WFiM5cbI6WeXV4VlWXbrRwDFLkJX/LUUiRUKCj7Nx1hhjFw5h1t1M5obpTnQzJqmNQD0pnoZyAywJLoEkBzEiR/d0e4aksKZHDSfo5xazEhR8b73vY/3ve99vOUtb6FcLvO9732P73//+3zuc5871ft3SuBIOd3zrR+nFLqpo1s6fref0dwohmmQK+cIeUJsG9vGltEtAGKkCXijDXgb2sAXQVVUltYtRVVU1HIOq1hAPVNERfygODiHWiGfBJ+d3Bgl2PNb8aTIjsn0j3CbVCPa18O+38HV/1tIjLpFR3kBC9wTlBD+ulP3XuZxVJjOCDaHmDpL4TjYgxhBJUvJiuFc1ButVE4c4lBTNa5ZeA2pYop7e+/lluduYfvYdt6/4f2Vx4EQj43+Rryal3g+zlhuDLfmZjw/ztK6peimzs7YTopGkZJZmlJ5KBklimaRek89Xn810TMtk+9u+y5P24a0Y4UxeR+oMJ8EzOMMomwrKubzhbmDslXGRZX0D7gD1FtCVARcAZr9zQxmpb3MsqzqQsKS+4GaEYXnHco5mUwxGaZhey5YQlT0Piy3eyO1REVAPmuKGVTj7GtxmBVMlPkX0zLxzeW3C0YlIRzC7dLaO1lZUc5DekgKUfm4mK2jijo2dgA61p/GNwIjxRE+98DneOe6d3Jxy8XkyrnTYqI9m7DyefGyCwQqpvuZcgZN1TAsWXtYiig/E4WEzcUpjOZHWRBagN/lJ+qNsnlgMxZWhagASBVSWIpFva++5jVNy0Sdz09OOWZEVFx//fX4/X5++MMf0tnZyebNm/mXf/kXrrrqqlO9f6cEjjnWvIv3qUGmlCFTzki1wpK+t2QxybOjz/Ifz/0Hr7ngNTw3+lxlxvCyw6OMd4ToWtJNNNSKGhQVQoPt22A2+tHCEfDO7nzqlVe0H3sjkIqCZYrKwdJFFVFIwUNfkYrCypfBrl/LtqFWIS0WbISDD0HHxUcnHoyStGto89Nl5gJMzVFUnN5JE7ONa5uupb1Dju8GX0ONksmlulgYXkhPsqdyjjmIeCN8/bqv88t9v+Snu3+K1+XlXRe+C0VR8Lv9FZWFoihEJoxfi+VjZMoZDqUOYWHR4G+gN9lLspjErbpZHFlMwB0gVUrVzCx30J/p5+mRp3n9itezP7GfJ4efJOAKkHreRuqWP+8UfEJHxozjwvmCeB/kRlGM2Zu4dDbBME1UhYo/1zzOLCzL4sELXTS462kJwEhuhIArgNtWE4bcIaK+KCP5EUzLRDd1gu5g5fvTplM1zgDnVFwoF2RxPRlDW0UJoGrS2pAeFPVEx3oxiZxHFZNVrbEDsOASIXhcXmnjKCQh1gOdG2q31QuiznWIilJWPMkCDXK7aYpf2WnCTw/9lJye44mhJ7iy40p8Lh/xQrymmDHXYaTleFYDARSbqEiXpL0jX84TL8S5Y/cdvGnVmyq1D8uyGM2NsqFFvp+2QBu749LOvax+GSV7oouFNW3eYlgGrRf7WBQ+h2LDHMSMz4SrrrqKb3/72/z617/mlltuOW6SwjAMvvjFL3L55ZezYcMGPvCBDxCLxY75uNtvv50VK1bwzW9+87he72jQ5z0qTin60/3sGNvBvrjMNFcVlZJR4q69d6EqKj/b8zP2xPfwymWvpDXQyn2XaPzpkzfgitYT8EUqbroOVK8X39o1aOFp+ilPAquubGfVldMEmFy8ahJlWSLny8eEBQe58Nz7Kak2XPxWMbp0qjOBRmHaOy+Bt/xqKkkx2ftAL4oXxXmKuRQXAEx3AIxi1RDrLMU1zdfwymWvBKDOV8eiSK2ipy3YRr2vnlg+RjwfJ5aXz9y0TAzT4FXLX8Url72S+/vu54/9f2T72HZcqovgETxQNFVj29g2xgvjRLyiiKrz1VE2yyRLSXbFdjGWG2NnbCeBCdUly7LoTfZyMHUQgBsW31AZKfjm1W+mdM3V1L36VbP98RwVR4wL5wqONtGmkBI1UawXsuNSYY3th+wYymk8J+ZSXNBNC9VWws/jzKNklPjNhSXGLl3G4rAotlyai9ZAKwBhbxhNkalFmXKGRDEhI5e99ZXiyIngnIkLhi4FkvIkRUUpJxPMCimZOubyyqLZF4XGZZAaEJPNM4i5FBdq2ng1t+SFgUb7f48UsQpJyI1NbY8xdCGKLEsmrAQaIdgkvh+OmelpxN7MXsKeMNvHtldaNhVLoXwWFWzMlLTMqMEAqBqWZZEupTmcOYyiKNzdczd/7P8jP9vzMzRFQ1VUkqUkZbNMs19atVuDEkPagm2EPWLqny1lhdiYFP8N06BklFh8Sd25ERfmMI64Uh8dHa38PTw8fMSfmeKWW27h/vvv58477+TPf/4zAB/72MeO+pjDhw9z6623csEFF8z4dWaCiqJinqiYdZSNMrFCjOZgM4czh/nGlm8wlh9jf2I/o/lRPrDhA3zkko/wwYs/yPWLrxe37pxFIG+guVwo7unZW1d9PVooNKv7ms+UyGdKU+9IDUD/ZknUjZJcZEpZYb733w8/ezsMb4frPg2XvN1m0G0ZoC8s7R8otX4R5ZwYUGXHxJDTgV4E20DwfMRcigtgt36UC2d9322qnCJeOPJkDpfqYlXDKja2buSKjiuo99WTKWVIFpMVt+/Xr3g9S+uWcstzt/D5zZ/nz4f+zN0H7uZ7W78n0skJiHql33uiQsOluvC5fIQ9YTLlDNtj23Hh4ofbf0hPsgeA+w7exyce/AR3H7ibJn8TIU+INU1r+Ob13+TKzivxZIro8ROfMHIiOGJcOFcwtldiGUgs0ie815EdYrQ3vg8GnpZRzKYu/denEXMpLhiGhaooqPNMxZzA4exh/DmdxeUIm9o3AdLOsbZxLR7VQ0ewA03V8Gt+sqUsi8OLaQ400x5spy3QdsKve9bHhfSQ5DFGSRbZpVwtaZkZkdsD9bLAVjX57Y3YBuGWeCiMnblpf3MpLlRwwUtkatvE661ir2xTg5JPTB7trRfkp5SVn4nqDIXTTlR8dtVneWnXS0mVUhxKH6rcfjYRFa6WFujqwtXSgqKplMwSe+N7+fRDn6Y/3U/II+uH4dwwEW+EqDfK4bR4YTUHhKhoC0p8uKBejhXFUrAUu3VsEr/vTBayCurZHRfOAhxxpf7iF7+48vcLXvACrrnmmpof57aZ4o477uCd73wnCxcuJBwO89GPfpQHH3yQQ4cOHfExn/70p/nQhz5EXV3djF9nJjCcntP51o9Zx1h+DMuyUBWVnlQPO8Z38P1t368Y8yytW8olbZdwRccVqIrKsvpl/O1/G1z2nc2oLndFsnU68Nv/2MZv/2Pb1DuKdkXh8FNCWjgJ6shOeO6n0LoG3nAbLLmm+pi2tZRCCyCyUEaLTo5qpZyQFJ6QJP16UW5TXee1J8VcigtgExVGUX7OYnxl31f42z/97VG30VSNgDuApmosiS6hZJbAqppHKYrC6y54XWX73/T8hh/u+CH3HbyPXx/4deV2hxCZ6GUxGQ2+Bhp8DTw39hy/7/s9n3zwk9zfdz8/2vEjAFKlFN2R7prtDdOg4xu3cfhvPnhCn8GJ4ohx4WyGaVQXJZkRyIxB7CD0PSZxzbIkoS4kId4DWDIRYGTXGWlLm0txoWxI68c8TTE3cDh9mL/9b4NLfvIcz1/wfD5/1efZ0LKB5fXL+dq1X6M92I5LEfVXc6CZJXVLiHgiuDV3pT3kRHDWx4XkIVGHmmXkaLZsPwobhaQUXHbdDT99k7S8ljLSjtCyWlQCv/9H+Pm7pm8bOQ2YS3EBYP+LboPL3yeqk0Ky9k4FUa1oblGmxA9WY3A5LwRwPs6UyOLySq54GnFL7y08MfQEANvHtwPS7hDLxyqL+bkOLRoFr5fEz/8bNI2CXqgURAazg5UCzMSxxff03EPQHWRVwyqgSlQsq1smOZCq2HYtCpqqVQxHTctEVVQingjP3jZ+dseFswBHzEDuvvvuyt9/+MMfTupF0uk0AwMDrF27tnLbokWLCIVC7N69mwULFkx5zE9+8hN8Ph833ngjP/7xj2f8WsVikZ07dx51m0OHJaAc7j/IzuLIjJ97LqJQKBzz/Z4u5Iwcu1O7CblDJJUkh8bl4rE/tp+QEUJFJTWUIqtUJYcrrBVEPS14TDcDg8OM7D19bH0uJ+RJzednWQSHdmJ46lDMEgw8hGKUQfMQGHmS5tw4g6veQWG8BOO9AChGEcwI5bUfwDs0Ss44iC82hqXGUUtp0LwoZgndHcEIhLBUL774dkzVTbFhNea+3tP2nmeC03VMzbW4ABBFDFt792wlnzp7nd9N0ySXyx3X91jOlylZJUzLZMgYwqf5qKOODy79IL8Y+AUH0wdRUFgWXMb9B++nm25+P/p7dqZ38paFb2F1ZDWGZfB47HEKZoHLGy7Hr9V+ho8dfgyAqDvKLc/dQlALsjy8nB3pHUTNKL09vZVtc0aOpZZ13O/jZDFtXDgJzIUY7UkeQPc3YboCBId2Y2k9YOqYngja4SfJjxZRTB1f/BBYFqYriOXKoBglLNWNVkpQCPnOy7gwOh5DVWDPnj1EfGe3T8dcOBZPFttHt9MEGLpJb08vbtwcKh/CE/PQn5UJYuFkGMMysCyLnWOz837P6rhgWQSHtlIOjmJ4ovjiMqUpn9uKaVeafWO7USyLht5niRhlhp/9Iw3ZOEVXI6P9g7RFl+OPySJ2cNtDFBpWoRXj521cALB0nYMH+2i2PKjJEQYnXL+Ucg6tlMJ0h2BgGFUvUIwuoRxoxZM8gCd7mHLcwlUYx/BOIH5MHcU4SD4xlVRT9AJqOYvhb5zxe5kJTNPEMAwa3A083vc4raVWVFQGtUFciouV4ZWz+nqnCqZpUioW2b1nD+N6gl1DuwA4MHSg0tIynBnmuT3PcWvfrQwWBrm++XoO9R3CsixCZoglgSW0llrZu38vbs1NrpzDo3lQUBhmGLfqJqfniLgjeFUvxQIYinF2xoVTiNl8H0ckKtrbqz03nZ2dJ/UimYzImEKTpPuRSKRy30QMDAzwrW99izvuuOO4X8vr9bJq1aqjbvPoeA8wzsplS1jVWXfcrzGXsHPnzmO+39OF/Yn9LMkvqYz8eiD3AACxcowRa4RGfyNLlyyd8riiK4RLsVjc1U3kdL2XzAi7fGlQXbWfX7kA7sPSL2hvh8sj7RmJR0DRaN/wIlFCOMjFINBM364nWbRwISxdB2M+eaxRL1LLQBN0bhQ5paJAYbWYVU0cdTpHMJNjajYC0FyLCwBDu+XY7WqJwhw5r04E6k6VQCBwXLFhhbUC0zJJFBNsH9tOna8Ol+qiiy72Wfs4eOAgiyOLuWnNTXz20c/yjQPfwKf58GpeDpgHuLH7Ru7cfSe/HPolAGlXmr+5+G9qXqO/p5+NrRt5+dKX87Wnv8a71r0Ll+pix+YdbFqyia7mLkpGCQWFvJ5HVTUCgQCLT+N3sSsgk0dmK66e9hht6NU4A1LFOzAEDW1SHfUMSzVPc1fN21oXiS9PdJlMOJqM7Dj5vI8V52FcCO8ooylZVqy4gLrAGZo8NUuYS/nCieJx43EAAv4A4e4uAOL5OGtb11IeKYMFqztW41Znd1T3WR0XynlQeyHUDJEOGM4BFrQvthWgQM+Y5CN7ZNHcygiU07ibFxDq7oLsC+ERISrai/sgV4TFV5MvnJ9xAWBv+hCLm6JwuA1GdtBtH4+AxF2zLL4TxbQo1HJxCJYh0g45F/gagAYxVJ+I7Bh0L5Xcc+LzDWwB0wMLZ/e4UXeoeF1eljUt40+H/sSOvTt4w4o3cGXHlbgVNxd0XHDCJrSnEztVFa/PR/eaNfSmeontkzbrsqdc2f+ckWPAPcBgYZCXdL2EN656I7lSDhOTBl8D6y5YB4jyoivcxVhhDK/qRVVVEsUEQXeQeCHOmsY11Hnr+MX9zwBnaVw4hZjNdcQRiYp/+7d/m9ET/PVf//UxtwkG5SScHExSqdSUoAPwmc98hve+9720trbOaB+OF/NmmrOLTCmDYRmM5kYJuKtGeWO5qnxt+/h21jSuOeJzKBZo7tlNLKYgNSiyOic5twwqp0CiH8Z2Q91iaqR45QI88nW49tOyTaSjlqQAMcgMNclv1SWLhFCruGQHGqBoSQ/jRAm1L3pq3+tZgLkWFwBMx8i1lD7tzttnGqqioioqjb5GLqi/gD2JPTT6GlEUpTKqa1XjKlY1ruKzV36Wg6mDXNJ2CT/e+WOeGXmGA4kD/GLfL7i682rag+3cuedOVEXlbWveRsgTYiAzwFBuiBu6bmBFwwr+/YX/jmIvpr/4/C9S56kjno+jqRq6bdw4P/rrBDC0VcYhBxurfjjlvMiMPUHAkvsc3wnVJQZ6+dicIE7nWlzQDRNVpTrich5nFPFinCCgKWKYZ2GhqVqVmFDApZwdkwpOGsWM5DQTW1rGDwAKNHZXp0mU85KXFNOS02iadKcWM1JI8dVVJ5ClBuR5Dj8lPgpOa+rqV8Cy6+HOt8G2u+S2xuXgOj1m4HMtLgB2B40l+Vw+KX//+UvQ/QJYdJl89lA1TA82SUx2pqrouSPkggroeflejbIQFsVUtXB2irCmaQ33998PyDSdZn8ziWKColEkoEpub5gGhmXg0eYiaWth2TlFrBCrjCgeK4zVqDufGn4KgNdc8Bq8mpc8eep99cQLcep8daiKimVZBNwBQkYIl+LCpboYzYt3o3OfMu9bdFpwxGj+1FNPVf62LIsnn3ySpqYmOjo6GBgYYGxsjE2bNs3oRSKRCB0dHWzfvr3CsPT395PJZFixYsWU7R9++GG2b9/OV7/6VUAC09atW3nooYe4/fbbj+sNTgd93qNi1pDX82wd24ppmZiWWcO6juZHWd+8nr2JvWTL2YphzURkS1kUy8SjKKfen6JiFtUgF2zTpDKKPTMsCXvyEDX+En2PQO9DYp6Z7JMFwHRwLkQOUeOrEwY93AHe9HntQ3EkzLW4AGC6HKIiL9UQdXZH4p4NUBSF9lA7yVKSWCFG1BtlZcNKvJqXTW0S81c0rGBFg3xHF7dezIOHH+T/PP5/CHlCvG3N2/C5fJTMEncfuJuR3AgvWPAC/ufA/xB0B7m07dLK6zhYHFlMPB/ngoYLqPPW8dzocxSMAtpZMhrtjCIXk7jj9kmfdPIQuP1CRoztEUJCUaWa541KDJz4uWoeITGKWSFczzDmWlyQqR/zJhVzBbFCjEWoGJZBohAj6A7iVt24VBeWZeFW3ef+AsJRTSX6ZPHrqCJAYkB6AAJ1cr/qllxEdYmS6sADsP1n8PyP2YvfPNRrUmixDDHdVDSJHVA1+1Y1UVs1LYN+UbUwsgM6Tk9bwFyLCwAoruro+nIWUodh9z1y36LLptne9gYxdXuEaao6KaQGlpBLxayMPV24STzNNE0ea+inxDtoTdMa3KqbslkmU87IeWRJnu8UIZOlJKliiq5o16y//knDAgODw5nD7IntwcIi6A4ynh8n7AmzrG4Z+xL72BXbhU/zEXILwWUpFt2Rboa0IYZzw9T56sSmSfMS9URRVRWP6sFMmpSNMn6XH692/uWGZwpHPNJvvfXWyt9f+MIXuPzyy/mrv/qrygXgP/7jP4gfhxv7X/zFX/Cd73yHyy67jPr6er70pS9x9dVXT9tX9sADD9T8/8EPfpCNGzdy8803z/j1jgbdnvoxr6iYHulSmrJRrnHwPxIOpg6iKAoeVdjVkdwI/+fx/8M7L3wno/lRLqgXydhTw0/R7G8mr+crbGRBL2BYBmPXXMRiNQiuU7woKSTFVM40oZxn7UY/1HfK/4UU+KMif3ZP6KtPSC8nY3vkIrTw8trn1ItShXD7sVQ3OKMXVVUMqDxBUNunqjDmAcytuABgOESTXrArGWfnxehFLS866Za9JdElZEoZcuUcdd46vnPDd/BMU83Z2LqRqzuv5unhp3n/hvdX3LXfuPKNdEe6+cYz32BPfA8NvgY+uumj0xKWDkLuEB7Nw+LIYnRTJ/GSl1B/ku/jeLH2Baf39U4KliWLhYal4G4X1ZjHL8Rr41KbkNXFJM/UZdSod1L1UfNI/JtDi7u5FBd0w0KbH086ZzBeGOfBTUEWrLyG9mA7/el+6n31qIqKW3WfsgXEnIkLlgVDz0F0oZCUmqeWqNBt9UQhJflMKSf/e0MSD/oeluLLxW+RRbZeEGUFQGZUyIqu50Hvg3KbNyJFHl9E4kijTVSobpuoePVpe+tzKS4IbOLBUUUcfFR+p4eO8hBVPmO3v3a6mFGWIKO65DtND8n3Z5RkCpOiyu160c5P1Gq+eZK4tula9JBOnbeOb7zwG3xry7cq6gFN1ciUMjTavhhFvUhBL8zK6846nv98FHIM54Y5kDwAwIaWDTwy8Ai6qbO+ZT3DuWHSpTRt4bYqoWmB3+Wn0d/IUG6o4mfh1bw1KvGWQAv96X66o1Xj7zkTF85hzGj19Itf/IKHH364hqV+xzvewVVXXcUnPvGJGb3Qu9/9blKpFK997WsplUpcddVVfOlLXwLgV7/6Ff/wD//AM89Ir09bW+0IKY/HQygUoqlpdqo9umG3fqjzmcd0iBVi6KY+hagoGkXKRrmyEEkWk4zmRqn31VeOjfsO3sdAZoDPPfo5QMb+NAeaeWr4KRr9jeT1PFjg0Txky1lWNaxiz6WrWKo2opxKmb1eqk5yKCRAL7D8Ag8sbhV5pGXIhaCQgN/9g9z2wr+vEhUHH5YLSd3C6nOWc7JdnQQtU/OCe0KvYejIC7J5COZSXIAJrR/lgu2OfnbiysYrWdV9cn2OHs3DioYVbBnZQlEvYmERVaPk9TwezVORfno0D3+9YfoWwMs7Lmdt01oy5QwtgZZpJ4MYpoFFNTGA6riwxNVXnz7fGhvLLzmFUuHZRjElSglfTPqe83GZLFRMC1kBovbS3LYM3D2VfFM1SZinux4ObIGnboX6blj5gVP+dhzMpbigm+b8aNI5hEQhwfi6BkpXbaLeV09fuq/S9uF1eXGdoqLAnIkL+XhVNVXOSgyYiHJBCiTZUVnkhlsAm2nT3FVSIjUoLal6EYpJaW196Mty34qXVokKp5U1OyZExZpXQ30X9PxZiIrTiLkUFwD5bCxdFCsgeSIcnahw+4WAmDjxTS/Cj98o+ec1n4ClL4TcmMRqX6N8V26fTVSUJLYXUtC5YVbexmUNl5Gry5EtZanz1tESaGFfYh8g51S8FGcxiwHI6TmK5hydinbxBnQSZEoZ+tJ9hN1hVjSs4KHDD5EoJoh4InSEOtgd202zX3IMw5Q2lontY7qp43f5p/hyLKlbQsQbIewOV26bM3HhTEAvCmF5ilukZxTRfT4fe/furTHG2LNnD17vzJlrTdP4+Mc/zsc//vEp97385S/n5S9/+REf+8Mf/nDGrzMTlE2pkKjnUf/58SBVTE1rnDOWG2NfYh9rGteQ1bP0pfrwuXw1BNZTw0/h03wUDGFcG/2NLAgt4Od7f05LoIWFoYVYlsXhzGGW1y2nyd9EKF7A1eTGfSorp3qeysU6MwKKQno8D+ECYa99H8ic8GS/tGzc+6nq/OthMZGqEBXZcfAGRXIdEELHdPlnjeE+XzCX4gKA5bR+6Hkhps5SjBXHGMoOVcZtnSjCnjBBd5BcOYeKSrqUJuqNkigk8Phn1qMa8oQq5CbIKFLDNCojBOOFOKZlEvaEp8adsTHKg4O4J5g7n2qkYxK7wg1n3q/hmEgPg9sr/hKmKWREoEES2liPkK8OMeENH/l5zDKM7YNd98DVH4KBp2H5i2HHL2B0NwRbjvzYU4C5FBd0w5ofT3oKkdfz6KZeMeE+GizLIllK0pH2oI7GiLRHcKvuygLDr/lPWdvHnIkLiT4hIjIjgFI7FtMoS9HFFYZCWu6fSA6rLsjak+6S/dC8yl785sV3ImmP+WycYHrujdpEhVTYCTbB8hfJAiXeWx25eRowl+ICIH4IjvoSYHCL/M4M2+TvNO3Mbn9VtWuZ8NtPyveZt/2EDj4qn29NS4jdChJsEhI6O1ZVCM+CyWVWz9IWbGM0P0rACtASaCFbzvKpBz/F29a8jWZ/M4ZpoKkauXKO8lzNjcbHKRLHXFZPf7qfrmgXTf4qMRX1RukMdgpRYRdDyqa0cgAVkrNklqjz1k15erfqpj1Ym4vMmbhwJjC6W47T6KlVlcyIqLjpppt45zvfyetf/3o6Ozs5fPgwd9xxB3/5l395SnfuVEHmoivTFpDOd1iWRbqcnjJWEKQ3zaN52DEuLHq9v76mQjqeH2dffB+vveC1PH/B8/n9wd/THenGp/m49SW3Es/HiXqjRL1RFkUWVRYlXf/5S6xACNftL579N1RIysW5nEekHEG50O/9Hb9/5sXg386r3lZfDfaJfpE6vvSLcMeb5TaXTy5G3oiYR+Xishhov0iSADsxMj1R2XYeZy1qWj/0OVo1mAH+7cC/ERgKcOtLbj32xsfAovAiUqUUA5kBsKAj1EGimMCyLAzLIKfn8KgefPaxr5s66VIaj+ohONnNHKlgrKhfwa7YLlLFFAsjCxnODlf6RWvwr19jIBBg8Q9/cNLvY6b4/a0S31714YtP22seFaYhcSnUXOsOX8xA4qAkCrmYVEVl6LvItHOxqW7yekGeq5CAx78DHRfDpe+CcCs88Z/Q9yj8+qAY6hWSQtwuvQ4ueQfkT+ebnjsQjwrOfd+DM4REMcGh1CE2tm2cVnE1ESWzRKaU4a/vyhL+3ffw/PTlhN3hirrLewpb9eZEXDANMQL318n5rajS0qWXxGTRWUCqLqn0T4fMBKLCF7aVpCkYfEaUU6teJsTk6lcKUemP2pOAFCElnPNg6bXQeiEUzufzQqmakToINgupkxuvbcmZDvFe6JeR3fgboHWNLP4mw+WtKmEUFUoZORZKmVkxZv9mzzcJDAf4yCUfIafnKmqDA8kD/M+B/+HmNTdTMAoE1SDZchYT86Rf81TA+v730SjjufLvGcgMsKFlA0vrqqRb0B2kJSDfifNbN/UKKeEQFWWjPCPiFOZIXDgTsCw5xgtJCLefUlXFjJ75r/7qr/joRz/Kli1b+O53v8szzzzDRz7yEd7znvecsh07lahUSOYTjykoGkV0U68oIiYiVUwRdAdpDDTSGGisSSpMy+SbW76JS3VxVedVNAeaeeOqN+LTfFW3dEUYSVVRayqnmuJCmdmhePxID0tinh4S6ZzLBz0PwhO3iETSMoWhdhyMk32imqhbWL1t7avlwn3j/62aILWurR0BCOjB1nnTzLMclsshKoo2uTWPpkAT3dFu/C4/uqUTcoeIeCKM5cYo6kWafc0UytV4kSqmWBBaQNksY0zswUXihEtx0ehvpN4rROfC8ELag+3TkhrnPHIx6SGfDvZ0Ksb2SqWulK29P9YjUm5FBZRqhdVBoEFilWVVe6G33gU/fzc88g1Jkp/7Cez4pTxu8FnZJjUgsW/ztyQRXnjprL3dsxGGaaEp8zM/ThVy5RzxYpyYU1E+Asbz4/SmesmWs5JD2FNrIt5IZYHh03wVv6xzEsWU5CyKOmEqlT0hAmTR7BypplFVU5WycPARiQVOS1iiXyr7Lq+c+6UsbHonrH2N5DVX/Q28+ReSM7l8UqgxJpH353sOrajyfUQ6qrdd+BfyOz0EQ9ukzeNIGNpa/XvpddCyUoxQC5PaebxhIUCe/YmQIGV7IkghPWtvBaAt2EZBL9T4SJmWXIfyeh7DNNBNHdM0K7fPKVgWKEJ+GpZBV7QLn+bjgxd/EI/qocnfRL1PjO8dpYVu6gTsvM+lutAUDcM0KrfN4wjQizZJWpDChwNz9o+LGa8OX/nKV/K9732Pe+65h1tvvZVXvvKVs74zpwu6YTLvozk9CnoB1XbUNkyDsdwYI7kRSkYJ3dKPOEv5udHn2D6+nbeteVuN3Fyx3dJNywQL3BPHaNlwRv+cEpRzknj3PQo/eZP0+uVsCaNZlsCWHoJdd8tFPtEvJlUA135Kfl/4OnjTHdC8UioXLatO6YioeZw5mLYEEL1QbfuZB4qiEPaGZSGgeWj2NxNyh9jQuoGuaBeWYmFZFrqp49bcLAwvpDvSTaKQqBhTgRj1NvqF5FwYWcjy+uW4VTed4U7aAifXpnJWItFXe5F34BjmpYcgMyRGeBMJDb1k3x6R/x0Dzemw93fww1fJQmToWcCS173oDUJCPPEdiPdIT7QjSX7xv1ST786Ns/Vuz0qIR8X8muxUIVfOEfKEOJQ9dMRtTMukJ9lDX6qPglGQUcp2LtLga6gsKqLeqDj2n6vIxavqT3+02s7lLFjNCSqKcGv1/l2/llbW0V2S56guUVQ4sXl8v/zutKvCesEeuxmRCSCqJgvlcr66UJ4HYJtfhie0AyyyDdeT/XD3h2DLbVMftvnbQmIMPguBJnjtrbDpZmiyp5c4E1cm4oH/A499G/b8VlpA3D6paM8iIp4ICgodoSrxcih9CLfmJlFIUDJLUnhUmFKEmAswPW4sr0fUn8CC0AKypSwr61fy/Zd+n85gJ6vrV/PaC17LRc0XAdVRow58mg/TMisK0XkcAeUcleM/P2GwxsgOGO+Z1Zea8erQMAx6e3uJx+M1iedMR5TOJZQNGTc2n3dMRdEoYikWCgrxYpwd4ztQVIXuSPe028cKMf586M8MZYdwq26et+B5tRtYEPQEKy7BlVnnE6ApKtoxJJ8njHJOLqpD20SidOD+amXSKAsbvv93IoMe3CJ9go4PxZJr4F1/nJShWvPtHecwLNUtlQq9INVu06iqbgLHnoJzLiPsDmPabHlToIkGf0PlfA55QpTMErlSjiXRJWiqRnuonYJRYDA7SJ2vjlQhhd/tZ0FYHNqj3qpkdbq4cM7DsuQCr7prK3JQNcwrZSVOuX1QSstCZWx3Ve3lxCZ3QEjYyRM9QEzxiik4/DQM76hWAZe/qOrgv/0Xsu01nxJVWedGeN33ZT+8YdBnNyE+m+AoMOdxapAtZwm5QySLSXLlXM2iwUGqmCJfzlcWDyrVnMGpkALTPvacQiFRVUk4vz1+IS3rFkiVc7pjNWYvHByzx9Y1skguJqVtoZCo9U7IJ+X5PcFqrPFHYVyvTgpxT20PPt9gKYp8PsFGaN8AS55fbfc49KTE7tj+2geVsqJkK2WEjG5fBw12ft3sEBW7YcEl1cfkxmHf7+XvYlq+G9MlOcrEdpyThFtzE/KGKBtlfvCSH/CrA7/irj13AWKe3xxoxsREtVR0S8fN3LpuWwqgqQxmBwFRiGRLWRSUStHU7XLz6uWvRkGRtaxSGze8Li9ew3tuK7NmA6WMxBpPQAoqjUslX84Mg2WglmcvX54RUbF9+3Y+8IEPMDAwgKLIl6soCpqmsW3btlnbmdOFsmnOjxs7Ag6lD/HRBz7KBzZ8gDpvHR6XB7fqpjfZO6X/czAzyGce/gzZsiz81zatrfSKOrCwaPY3sy+xD7/Lf8we1FmF5RgQNcqFHMSp2m8nNmbZHv20X5J35yIeXVR9DsU2q9LcshiAs3Zk5TxmAEWRCkcuJqZkhaQs1tKDsPiq8zpoRLyRiunUZGKh0ddYOcdbbONFRVFYGFnIUG6IZDGJz+VjbdPa85OUmA56UaTUE6sRAIYuhEKgQZJS1SVkRjEDsX0Ss8p5u298AkItUlEd2wtNy6X3+cnvQfKw3L/955JcXPkBGWcaXVA12ttzr8TFrqurx7jmPnaP9XkAw7RQVYX50sbswzCNilJTURSSxeS0ZEOunEPVVFL2hAtV0c7d78OyxNg2dVgWsRMJ8mK61rBbL4LLLwtZoyxtBrH9k4wYgfhB+e2Mz+zcKERFoh/a6iQO+auEj0wC0m1jTjun8wTlf294XlFRgT1JxRuF6z4tSgcQ4rnP/qxjvbUPcZRvg1vEFLNldfU+b1iMS8cP1D4mNqFC7TzemThSzk31IjoJtPha2BHbgVfzsiC0AAuL0fwodZ46BjIDfOSBj/D2tW/nopaLZu01ZwumZTKej7E/sZ9GXyMu1SUExQS/V5/mo2SUKBgFinqRel99TU7ic4miYt4a4AjQbUVWwSYznfHmObt1zzIBdVZNdme0avyXf/kXrr/+ep588klCoRBPPfUUr3/96/nCF74waztyOqEb84nHkbBldAvZcpbeZC/pUhq/y4/P5aPeXz8lgbh95+0YpsHGVpEGX9h0Yc39DqFV76vHtMzKImcKXvFyGt7+9tl7E5Zl92Xb7L/LK/3YIEZF9gSP9a2Psf5iXYiKBZdIbyZKreM1yMKhlLP9KXyz4rI8jzmMYJMkfppHJJixA7Yy5+xpBXlZ28t465q3zupzBt3BI8qqWwItLAovYml0aU0bl1t10xnqxKt5Wd24+vhJitmODTPA+hsWsf6GRcfe8HgxuXeznAPFNvo1ykJE6CVRUjgVS19EfjSPbF9IyvhRf53cNvAM/Opv7DFhGjz5XfGgSPTBc3dIvCtlQPPKtgCdl0DHevk73CYjlY0itK07r4m4I0G3p4TNfzSzj5JZQrHkg/VoHtLl6Xvuc3oOl+JiLD8GwMHr1xF+y5tO237CKYwLk5E8BPEDUq1MDVRvN/Rq2waIUuoHr6gSncW0VOrv+Zh40DiwLDHdhWp1f8Gm6muBxJVKAceQdg/nb22CgsMbBn8j8zNwbCiqxOHJ6pLmlRLDQVS6hZSdj1rV0aWVCSvLah/b0F39njIj8riYTVwsvEwe/+cvVyfRHcnj6DgwMV9o8DewumE1CgoLw6Iu7kv1AfDk0JPk9ByH04cxrLnX+rHz2uX8YF2cp0eepi3YRskoEXKHsBR70WxBna9OlOOmRb2vvmYqCMjkoIlqz2PhtMWFuYLxvaLAmujt5/LB4aeE/DwF66MZERV79uzhIx/5CKFQCMuyCAaDfPSjH+XrX//6rO/Q6YBuKyrO5VibLCYZzAxOe59lWTXtOxOxPyEBMlaIYZpmZdFhWRZPDj1JySgBsHN8J08MP8Erlr2Cm9fezEXNF3Flx5UAlIwSRaOIYRl4NS8Bd4CQO3RkomLTJsLXXXsyb7eKcl4kd5nhqrGUqcuFutOW0hUlGer2Pk73opw9pmslXPHXcNNPhA03ylUDOoeONUqzylzPY44i2CJEhS8ix443DKhTDa7mMC6pv4RrFl5z2l7Pq3lZWre0xoTLwcLwQi5qvujEej5nMzbMEN3rmuhe13TsDWeCiXF2ZGfVcT81YI8PRX7KOfk/Ny7beO044/LJwkRRhHS1qF0x7/iVyIdHdkg1dcevAAt2/0aqdSAvsPFt8lxrXwN1ExVjapWYdciLedRAPCrO4WThNCFeiFck2Q5KRgkDuc66VTfZchbLsqYY9eWNPC7VxeGMqIOMSy4mdDbHhaMhMyTXHE/IXqjaeYiz8HVw6Em5bXibLBjiB6uL3213SSvYwDPw8L/WkuyLrhDFleqC7f8NP7tZXschoc2ytJC5fEKAuifE7fpuiLQBlixW5uqYytMJl2dqO3Dzytr///QFuPVGePb2qV5CkwtjDUtF6TKyC35yE9z/z0JU+Ouh6QLxCNn1P7D7HlFzzIJPxcR8wefy0R5qB0VaJyKeCM+NPgfAwZQQXulyek4SFVtWuHlquSxr20PtFPQCTf4mNEWrxJSIJyItrAp0R7rpCNa2XTb6G2kNtM74NU9bXJgLMA2JK8WMEGRO4ckbqvqmzMIUmsmYEVHhclUrZOFwmPHxcdxuN2NjY0d51NxFxaPiHM49YoUY8WJ82vvixXjlgu8gXUpXXLVBXHMnSp92xXbx/578f3z+0c/z450/5tZtt9Lga+DGJTfS6G/kk5d9srJIyZQyZEtZdFPHa7PxLcGWIxMVhw9TPDAL5iuFFPQ9BvlxYZ31olQKUgNyQV16Xc1M8XhMIX5wUBYATStkARBqtSWU8apHgaLKAsEoV83r5nHuItRanWnuCUolye2tLjLPAgzkB+hJzq6h0YlCVdQTN8udrdhwHIgPZYkPZY+94UwQO4A3tltiSbKvWk3LjEic8tpj/wppOeZy41BKVauYR4NRFn8JEPf4vffJwqXpAtj2MyFn198EL/8arH8j3PxbafuYfOFzKnrtc0/KOxcgrR/zioqTRaqYIjthco1lWewY38H7//B+Ng9sxqW6KOgFRnOjDGYGiRfiFVO8gl7ApboYyAwQ9USJjmQwevtP6/7PalyYiFK2OgrbtNsNHeWmZYi/DMg2ycOy6C2mxRgThAD1hsQMt5CsPu/T/wW//pA91QeoWyy/175GnivSUVUMJvurigonzwk2iS+ONmERHu2U7RQX6LqQGucxLEUVQklVhfhxSKUWm6hwjNn7HpVC1/b/ljZSB6EJhqcOGpbI9/7L9wnRfeCPYqDZsES2dzC8Q46Tid/5CWJyvqAoCn7NT9kss655HVtGt2ApFgNZOR8zpQxFvUiymJxTppqlvh7ax6U40B5sx7RMQp4QPpePsllGVVW8Lm9FTe/RPFMGBHg0z5QW9qPhlMWFuYR8QtSexXTVUHdsD/zhc3ZB2IbLV7PGmi3M6BnXrFnDww9L//6ll17Kxz72MT70oQ+xYsWKWd+h0wHdsD0qzvSOnEKM58cr3hGTUdSLpEopDNMgr+exLIvh7DD96X4OpYWRTxQTRCcwY04Q25vYyy/3/5K+dB9vWPmGChHhwGn3iHgiZMqZiq9FR6ij0rs+Bd/6NkP/8A8n+5bthaQl7tS5cTjwJ7jrZnjgi3J/0/JqoA+386fhN/Knh+z+z6YJ8rt8EtoulMpjZhQ8YdBccnGfV1Sc+wi3STCeKKl0+aoJ41mAW3pv4XOPfu5M78bJY7Ziw3HgT7ft5k+3TTPL/kSQGcZVGJfqp+aRC7xpyAXfX2973/ggfVhGDGbHpqomHGieqlmmqcMzP4RyVhLkoa1SWQ13iDLMqXR2bpSWjqNhxUtlpF591+y853MMuj2e9HxBLB9j1JmMNYtIlVI1Y8/jxTiPDwrR9p2t30FVVAzTYLQwKuNKCzEOpg6imzpFvcjhzGEOZw7TEepg0ffvYfxz/zzr+3g0HHdcKCSnjhSeDon+qhKilK09/1UNcgn5u5yDfb8TP5nf/UN1UseIbZCrqPKaUTErZu/vhHDofoH8/+J/hhf+vcSEYgZCk6YsOaPVjVJ1HKZpCkk/Gb6wTLo4zw01Lc1bJYBcPiEYABqXS/vMwkslJi+7Hq77O4nve+6tEtGT2z6gaqxpmXD9P4pvEAixNNEzKN4r31Upc9J+ANPlC0F3kFghxqqGVWTLWQbSA5XWq0w5w0B2gC0jW3hs6LFTEi+OF4ZpcO1de3jvvfL/osgiUMDv8uPX/BT1Ih5VPPcsWyU9G9MGZzVfONMo56XFDKS4Us5LDBjaJgRbISlroVJGWs8O/FGKw6cYM/qW/vmf/7ni9v6JT3yCr3zlK2QyGf7lX/7llO7cqYJeqZCcm8mHYxSDJSfvZMYwW86SLWcZz4+zY3wHneFOxvPjJIvJigpjLD/G5oHN/KHvD9y89mZ6kj1EvVFuXnszKxtWUtALtAanyqMKRoE6bx2LIot4cujJCpFxWgz0iimR4Sm2kcvBR+T24e2ipmhcJsE+PVhluosZ8HrlouxAQeRL3rD0Y/kicnJmhqey3/M49xC2E7jceNW4THVJtdrQ5ViYxzyOBaMMxSyGrwFCdnzJjolaq1yQBcYfPgev/6H8r7jkMRMvSwcfgd/9Pfgb4C/+q2rk+9wd8PQPhFCNLpSEweWTRUj7Orj4rVJJbV517P1sWi4/YPfAu2uJknIeVJdMxDkPYZgWqsZ54WmVK+fYOraV9lD7tG1cR4NhGpiWOe0IcsuySJfTeNXqonckO1LxpMiWswxkBvC7/CQLSRRFoWSUyOt5xvJjPDPyDLdsvQWA6xddD6Tm/veRGpTc4QjFDS03Cvl2iQd6QdoqShlqnP/cAciOyCSyeC8MbBGCc+BpuT/UKj40pi6mm4W4xAOjLPlKy2pZ7BaSQkQ4JIaqQaS9Zn/w19veXobEEm9Y9n+6xVzDEtm3UgbOZ19NRa2aGrs8UszSEALnf31Zil1XvF+204vymRaS0LFBvs/29bXPl0+IQsMbhsVXQ/fzYPEV0tLXdbWQ2SC+QuWsfPf1XVNbdGYBfrcfFZXVjeJXsSO2o6LEzpQzpEtpmgPN5Mo5RvOjxx0vZhsls4Rulgl7I/zrtZ+n0ddIySjh0Tz4XX6GckOE3KHqWsSaHaLinMLobsl/w23SShbpkGJKMSWqK0OvmnyP75PH7L1PjlOQ4zA9JMfwLOKYigpd1/nVr35FQ4NUnuvr6/n85z/PV7/6VZYsWTKrO3O6oJ/j40nzer5yrSsaxWnvz+t54sU4frefwcwgZbPMcE5657oiXcQKMf716X9l69hW7jt4Hz2pHpZEl3BZ+2VEvdFpSQqAQrlAa6CViCfC+ub1NaPDTjlK2aq5i9srUkiQpP15H5bk+3kflukNy18k9xXTMtbLkStZlvzt8tumdQ1VJ+b2DdOP/5vHuQWn0pSb3NqmTO0Tnsc8joRSdqoyQnWJfFtRpG2jlIHRPVI9UwAMSQzKeZnasf+PsgjJjohBpoODD0uLx8u/AUteINvn49BiExOXvB3e/PPaCQGTUUjJuNOJfgDZWK2U2LJkHzvWYx2HHPZcgphvnx+tH/FCHMMy0E2pqmVKGUay07e8TfaSGM2PcjB9sPK/YRqUbWVP0SiKMsIsVu4bL4wTK8Qq2z8+9DhY4tyvmzq5co6wJ0x/qp9fHfhVZTsxvzsL8rdS5qhGh+7cgBCX5ZwQhENbRc4/sRji8sp5OrZHPGxSh2DDm0UBpWiw5lVyTXKmQuRiMvHDUUe1rpYD11FLTETnJdBxcbWd1Vcn+xNZIIUalweCrdOb4wUaZGFctxBrfrEn0LyiqNALMrGlY718Tk5u6fLCRW+Uv0tZeOOP4cLXVB9fygj5o6jwlz+Haz4ut6suWPtqUVOEWiXHXf1y2W7wWSQvmX22KOgOEvVGCbqDlcJjqiSq0kwpUyEmPJqH3BwwGh/LjWFg4NU8tAXbKBrFyvoj4A5USAuX6kJVpR31tE4hnOtwyE2nxbmQqLbOe0NQzEqrl+aBUlFijuqWtiZHOfbMD+HOt1bNX2cJx/yWXC4X//Ef/4HXe+6MZNTPsfGkyWKS3mRv5f+CXgBFRoMWjALlSX2ETrtHvBDHq3kJe8ME3IFKdWNFQ7Wl56Lmi3jw0IMcTh+mO9p91P0w7WTbmQzQ4G8g4pllT4d8YnpTQ9O+QDgXTU9Ito10StLuCUpS7g6IBLJllSwMLLOqrgDbMNPuOVQUWQz4otKbGWmb+rrzOPfgVJqmM6kq5ypmrPOYByBqiOlM5YrpqRcZb6g6xmtsj/yO7RMptS8qRq6+KGy5DX7zcWlfa7DN1uK9IvcuJGRBs+gKuX3BpdXnnzjq7khJWCkj+2uUpGKSHZP4aZRl8WHqUhmxTKmkhNqnX+icJzDs1o9zJF04KsYL4/jd/kqBI6/nGS9Mb9Y3mBlk29i2Sn4xlhtjNDdaMeoeyY/QnxYfiaJRREWtkBCZcgbLshjNjdId7aYr0sWWkS2VvMX5tAPuADtjOxnKDlXMupfWLT07zE2LmSO3fugltFJa1J2WKeRCMSnVeUc1VRkBakl7iDO5Y8EmuPy98KY7ofv5ctvIDjlv83GbqLBztYnxwIGpS57Usgpe9hWot1sXvCFRArSsqqoGmy+Q0ZtHQrRT2h/mId+badjquCNMPlj7aiGR1v1FtZ/fMuW71ouinNE8R16clPLw0i9JTtt2IfQ+JHmsPrUgebIIuAIsCi8i5A6xJLqEvrQQ5eua15EqpSrnueMtM9kA93SjJyVkncc+HstmubL+iHqjMsHQ9lvxa/5KW/p5j/EDEjecvDY7JsdjuSC5Rm5M4kKgvjoqOTsopMXyGySejOyU24e2yu9nfjCruzgjOumyyy7j8ccfn9UXPpMo2+NJzxWM5kbpSfZUWM2cniNdkoOuJ9lTmeQBQiaUjBKaoqGbOm7NjUfz4HP5hOAAFoflwtUaaOWFi14oSQUWy+qm9tNlShkShYT8Xc7QHmw/tW0e6aEJbvYTMF2gzo7Umg9ZhkiXLEsuKo5TsyOVLOeF7JjoWhtqnldRnG9wWj8mH2cKIodzxoLNYx4gSgfnQj0RubGpbvCqyzags6StDGBsX+10D1OHXXfLfWZZqmcAm78Fd71DXOCxqkSFooiyouv51RaOyciOVxc+pbzEUX+DmL5FFwp5Uc5KP7XmlgWW45fR0HXin805AGfqx7naKupAN3VSpRQBV6BikJfTc9N6XRWNIj2pHlLFFHtieygbZRKlRMX3CiQviReklbRklCotTbqpV4opw7lhWgItrG9Zz574HlRFJeKNoKpqhaxwCiivXPZKvvfi77G8fvnc11MYuoz8PVKluZgGVFuhp4hqwRuWcw+ktevWl0p1M2C3jqUHJEZEOuScDzSIT4SvTuKPQ4AGGmHRZdKeMR1RYdhTPZxFcsRuB9E8QlqoE5YFLm/t//M4MhyiwiGCpvONcPngdf8lnhUOSllZKFqWFMl8UTEunAxTlxw22infVffzId4jVXDn8bOIgDtAS7CFkCdEV6QLgAWhBaxpXEPZLNeotRWkVatklI7ojXeq4fjreSa0djiTxjyah6XRpQTcojD0uXwV0uK8g+M74SA9KOun7JioqExd4o6mSaHCKMvxrLmrxY+kPYxhzavk98gOewyyrfqc5WLejDRbnZ2dvO997+PFL34xnZ2dqBMC13ve855Z3aHTAcOZiz7XL3YzgGVZjOXH8Ll87IrtYlXjKnqTvXziwU/wgQ0fYHXjanJ6ji69C4/mqUkYmBTXYoUYmqKxrH4ZnaFO3rf+fXRHu3n3unfTFmxjVcPUfueSUSLqjZIqpNDRT6xP7XWvpWnRDOcQF5LVikNlJ7K2ykKRgL3t57DhL+Vk67zYfq/2mw21iNu+5uGSJdvh8NNQ9zJ5Xm9ETuLzuHo4D6SCFGwRSdtFb4DB58TfRPPYAdzuRXV5JYiXsnPumHl1x6tZNNNzai7jeGLDLOGSG7uO7wHlnJjhRRfIsZE8JGTXoSfh8Vvwdr0WWkIwuAWWvlDaMQaflVijaBDbX/t8Bx6QOLb4Kjj0hPQmP/MjMeIEuW3pC6F5gpl124XyMx0sC7BkPxXVnmTjl4QXZGGTOgwosiAK1IvyzDJtQvf8rjw5+cK5jmxZjBxVRaVkykIpX5Y2UdMyURWVXDknP7oswOv99Yznxtlp7azkE+lSGrfmFpm4JZXNnJ5DUzUM06gQFYqiMJIbYVPbJi5qvohf7PsF+xL72Ni6keiEKr6z8GnwNRBwB8iWs+Rf9RJWLN94Wj+f44oLRlHOtXIeYr1SmWxZVT2XCglpmbCsWiIgNw5bbpfxogCHnxKzWxDPi1BLbSuGosjzjuyoKgCDTeKB8Nrv1e5TKSPtCaYufhSmKdcvZ1yxt646onQexw/Na7fRKTYhrVeJp6NBL4KvXr4fT1C+g3wMmNS2V8oJqZQ6LN+bM6Vp8DnwN8nrN55YO/7R8oWgK1ghKq7svJKQWwp3n3v0c7xuxevY0LIBS7EoGkXG8+OUjBIrG1dO+1ynEgOZAZ6+UuXDl0g7jYJSM72jI1wdQ+pz+SqGmieL484XziRiPTItqHWNnPd6UdZOxYzt8eeTnCR5qOr1NxEDz8BT/yUkqOaV0br1XXIMdmyTvOXqD8Giq2bVu2ZGRMXOnTtZtWoVfX199PVV+2QVRTkriYpqheRM78nJo2BKa0eDv4FUMUVfqo+98b2Ylsmh9CGu6LiCRCHB0yNPY1kWTb4mto1tY2Pr1It8rBCj3ldPxB3h05d9mga/yHyuW3TdtK+tmzpu1c0F9Rfw5NCTuFV3JYgdFy66iOCqGZi+maYwdRN9AnIxuZgrGmDBw18XY7n6LrlwO4oKp6Uj2immMKEWFi4PwdhzUPc+2aZjg31xOT97sedhQ3PDBS+WfruHvw7bfw4XvARe8HE5NooZOQ5dXmGhY/tlUTmHAsq66DpWdczgnJrrmGlsmEUsXNUwsw1NU77zYkYqEbmYJJupw7IwOfgwjO2hY+xf4En7MaE2UVr8/h/l/8VXiGFm36Pw6DdFGfH09yV+3fA5IRe8YWlhy47Cwstk4dL9/Jkdb0apauLmSNEblto95nYiXHHut2qruvMAJphvn+kdmUVky1nSpTRtwTapjupF9sb34nP7SBVTFWPMvJFHN3XKZhmv5mUsP0Zfqg+X6iJkG6bV++sp6AWivii6qdOb6kU3dSE3UMnreZKFJD/d9VNetOhF6KZOXs/L61gGrYFWFkdExblzfCf3HLiHd617F8likuX1y4kVYnhUD0G3mFIaloFx4RqCF195Wj+zGccFsBWeilTAk4ekrcNfX22zKGbEnNYbqiUe9twnJIWjdhjYUiUq0oOieJoIyxLVRN+j1b7wwBH2s5QHtSRxwzn3s6Oi2GpcIu1n8+f+iUN1YfcTS0x1iArTmN7nowJF2orzSVtZE6qteDswSvLd5salsOa2PdQSfRCok+PjBImKo+ULPrePlkALf3f537G8fjmbBzYDcCB5gC8/+WU+c/lnaPW3VgxxfZNVhKcQuqljWRZuzc1QdojdS30YG9eQLWWxsPCo0+fyfpd/1saqHldcON2IH5Rrussnx2LykCh2xvdLLCnZvhMlO6d1tk0PCWlWztdO9tn6MymypIekRVpRJf7svgcO20lOy+pZz4VnRFT88Ic/nNUXPdPQDQv3OaJm0029Ikl1xgk5zrxD2SFA+rNMy0RRFJ4ZfYZ/3/LvvH/9+7m682pi+Rh+t5+f7vopB5IHaPA1YCnWjNQmuXKO9mA7PpePzlAnFtaJmdP09FAAfBMXJGnZ94oMH2yCwrKT75KcYINb5ORKHpLkP2nPVt99t1zonZGoelFIC0/QvlAHGY2+GNY101zXJc/r8gDzJMV5D80jFettPxeSAoQMAyEn9IIcn76omJsVUhLw51CLUG+2FyWmsLLh9Fc2ZhXTxYZTjNF+kS02LzzGhJ/YAekp1wuixsoMy9+hVkkmYz0QbCHRvIm64iG5wB96omp89vyPiXqh9yEhKZL9Mko50QfXf7YqBwchWAe3SLvHkmtq90MviKmVkwxbZlWimU9KotyxHEZ2gVWWZNdxqoeqeiLQNL9QmQbOeNI5xEOeNPJ6nqHsEAF3gK2jW7EsC5fm4nD6MP/4yD/y1tVv5YrOKyjoBTRFo2SU8GpexvPj6JaOZVqEVTk2VUWtSKodY719iX3U+epIl9LkyjmeHXuWP/T9gY5gB5d2XEreyPP7g79HQWF5/XJ8Lh8Nvgbu77ufnJ7j9p238/jQ47znovcQK8Ro8DVU8hzTNPH3DVHw75ybcQFqW1H1vJxz6eEqUVHOiaJi8njP4W2izHrd9+H+z0sF07IkZ0kPSnvXRGRHoW2t/P203RfuiUxdYIA8h2WCpch9iiakaqBRCNDs2PQTPuYxM6iaPdo1IvE1OyrfQ3ZcDNuPCEva75wWnCMu9BXxEPIEpHLtCUhVPNEnOUvelumfQAw/Wr4QcodwqS5WNqxEU7WaYmSjr5FvbfkWf3fF37E/sb/iVzHdtMFTgUQxQa6cY1FkESP5EdaMBTB276O4tIOQO3TEfWj0N05RlJ8ojisunG7kpfVOWjUsyRWCTWKMWUjYRRavkBSmXs0hnHWXNyzH9Nheua3fHkWaGZbiHEgb0/g+KfTm4zJeN59kNnFeRiXdtPBp51biAVSklc70jqGcLPYVRUGzzX0c46vd8d38bM/PGM4NszC8sGJ6dWnbpXhUD2WzXJF7ToZjmqObupzwyMziE5ZSffd7DAcCLP7hBAOWYkaqiVOICpuxzgwLK6i65EQb3iaJ/iU3i0ld70PymFCLJOqlnFQ0XD5RVrj9PPRHBcx1vGp9ASILmcc8ADES80Xh9T+QwDu0FR7+GiT7ZGa6NyxJY3bUTgw8st0cIir+q++/CIwFuPUlt57pXTk5TBcbTjEeukO8I1714YuPvJFlSZLvkKeOusbpN3cHhcjoupr4otdR190Fv3ivVB08QWklWnmjxCVFqxKsfY+KesIZ9+XASWJb10zdl3xSklOnkpoeAY8PPGGJj4suk/2JJOwe6EkGx5pLbpvo5zOPClrCXhr82jnlUVE2yqRKKUZzo+ILYR8TP931U0CMMEtGicOZw7QEWigZJcpGmUw5c8z2zjpfHZZloSgKXs1LopDgQEKq/clSkqJe5FD6EL/v+z0vXPRCIt4I8UKczlAnW8fEjO2JoScAeKD/AUzMmulhlmUR/sGdDAd/O/figoNiWs4rQ0fig0/ig16qeMCo5ZzkKg9+Ga77Oznvh7fL+apqMrrywJ/kWuOrkyr65JGiiiqL3OZVMLpTCHaXt2qG64xGNQ2JM5Yh+6N5bB+FmiebJypOBqpLvueGbskLTNsP7UgLdssuunmCteSCy8e0q2jLElK50pbnEb+S3gerZFY5B9pRzE+PgKPlC6qi0hZsYzA7SMQbqRhUXth0IS9f9nL+efM/89zIc1yz6BpURSVeiFM0igTUo0ycmgGSxSQlo3TUeFPSS+TKOXRTJ1aI8d57cwQf/SnKv37yqOru2fTRO664cLpRzACKxA49Xz0WNU3uy8ckJyjnOaJmcPsvYfM3Yf0b5Zh2ELFbRzsvhlffcirfxdHNNDdv3sw//dM/Vf5ft24dq1atqvw89thjp3TnThWk9ePc8KiYDhWiwlZUTIQzDuzhww8znBtmUXhRhaQAiHgkEAVcAXLlHJlSpnJfqpRiPDdOPB8XJYbLXwkGmqqd/Exi0xTyIReTCnVuvLZHqpSVOeEoYh7l8lQrjok+CfAb3gxddpLv8omiopAS9+pgs21C1ShstKrJ8+v6nPMYmMcZhtueI9+4DBbbEuM+21BYUYWV9gTBG5RjKTV45vZ1HqcPubj4lBTTQjLkY9SY/jiL2WJKfponVKgWbJK4NfhcdXygJ1AlH5zkaeXLpk7suODFcOXfyPE4EaY9ztRxXC9lhWQzdCFRAg3yv+aSfak7AiFb3y3H9Dym4H/+aiMvaRw907sxq8jpOYpGkbHcGH6XVN6Hs8PsjIkprGma9Kf6+dyjn+OZkWdIl9KM5avmwpZl8fjg4xVDPd3UuXP3nSSKCYAKqePVvMSKscrEgEwpw1h+jMeHHse0TF6x7BVYpoWKSkeo2tbgFD12xnbSl+qj0d9Irpwja0/RmDO5W/ygxH7Lqs1V+jfDj9841VOrkJRFbP9jLHrwb+HpH8LobrjnY2KMWEhAix0POtbL74FnhKwAMc/MjU+ogNo514WvlXznkrfb23VUW2SzdquANySxwuWTqr/LS2VB7LQpnENk3GmHJwgLLxX1m9svMdksV002J6Kct70mSlJAmwjNJjxMXa4xmTHZzu2X78gTlNw30CyFvGJavl+Fo47DPRnU++oxTRPTMmkJtvCede/hw5d8mDWNa3Crbg5lDlWKmpZl1RhtHi9y5RzxfJz+VD/j+eknDjkomWLeWTbLxAtxXKoGCrQGWysqr/MG6eFaE0vLEnKiEBfPHE+oOopY88rt+aTkuo6H1cFHah8PouTEgi0/FlLUmZIY7ZTJiqdg4sxkHJWouP3227nssssq/3s8Hn70ox/xox/9iI9+9KPcdtttp3wHTwV0w0I7h+aij+fHKyqHkCfESG4EBYVsOVtDNECVqMjreRQUPnX5p3j9itezqW0TICYzziifVDGFpmiVCSKGYdASbGFheCGrG1fTFe2a3SpTok+q17mYXGTL+QkjuoCeB+Gud0lQDjbVShvjB0VWqSgiRXrJF+Av75LFZucGMX1xTKvqF0vy7rCLinIUud08zks4iQJIpTnUKiZEE6G5pbrh8kkP8nQjKudxdiE9ZE/lmAaWJaZ1h5+RViDNLQmkA399lfAc2y2/Jxpedj1Pkle9UB0fWM6JZBJg49tkgbHiJbWvaxry3GtfXXvRMnV5fKBxwpi7nJCymkeSllBLdfujxepwm52wzGMyNCOPyywce8OzCEWjiIJC0Szitqu5O8Z3VO7P6TkOJA9gYTGeH6cv3cfu+G4idqL7xNATfOWpr3D3AZlOs3V0K3ftvYvfHPhN5TlKRglN1Sp+WSCKinQpzVPDT7G8brlUSxWIeCM0+YUoc/rKL265GAWFvJ6n3ldPwSjIfs+VCSymKeTC2J5q37aDQ0/JuZgfrxZTvCHZVi/A4HMollFVfqYH4Hf/IH87prh1i+W8H3hGTL9BiArTksWBXrRVon7xrHnrr6RtBEtey0J6z11eIU29EWnvqu+WXMjJeXR7vPJ8DnRyUJSqqlJzy+dv2S3Fk68pRklIJsc7bTK8YSGdy3kxOM7FRD0Btio4LHE/bCtskn1VZecpQMAVwMSkaBSJeqNsbN2IW3WjKirtwXYGs9VCjaqqJzX5I1vOsnV8K7FCTAx5j4KiUSRv5MmWxHPHpbhQUVkQXkB7sP2ojz3nED9QS1Q4BIJRBhQpijjKHZcHcgmw9GrusO0uuPdTkuf2/Bl+8HIhIpyRo1iw8n9Vc5dIhzx3sXaNeSpwVKJi+/btXHXVVZX/FUVh48aNbNy4kZtuuokdO3Yc5dFzF/o5NBf9cP4wn3n4M3zhsS9gmAZlUySdF9RfAMBven6DPkGu4xAVAO3Bduq8dbxq+au4tO1SAFyKC7fmJugJEvKEWF6/vObxXZEuuuu6aQ40VxKL2YElF32/7X7syJRiB4SYABh42t7uwNSkO3FQLuwgj1t0hS17tIQ9nAhv2O7RdA5/a2o/5zzOb7gDtVWQxmWSZA48Uz0eHSgKoMxsJFOiD0b3zOquzmMWkYtV1QkAiX6pSIIkgaUshFskIQ3USwVr/x9swzRXNaaM7BKFREN39bkmjg51bi9mYdkLxa9i/U3wxtunVtjyMVs2PqlykYuLWizcJmqxUhZQRSbevEKkmfMu/icNS9FQJh4T5wCKepGQJ1SjgtwZ20nYE6Yj2EG2nK0oLePFOI3+Rpr8TbhUF5Zl8d/7/huAP/b9EdMy2TK6BYCHDj+EaZnsT+zn5ntv5tmRZymb5UobarwQZ6wwRn+6n8s7LpcXtmQUeqtfWo+ev0B8GK5ecDUXNsuivc5bh1tx41JdBNyBuaGoKCQkUTfKUh3PDEG5IDEhZY/vywxXt3f5ZARwakDaNACwYNX/B0uulfavlf+rGhsUBdrWwb7fw+Z/l2tQpLOaq+gFiRXBJlnQTjQB99jV5HJBlFROy1fT8uqCV9WE5MjFZUFynk/3mVVUWjkUUD1yjFhWtZhh6HI8GOWqselE+OrkWtS0HFrXiqrTMcp0eWxVcLD6Xe79vVx/MsOSnzhjImcJbs2NT/ORLWWp99XjdXkxLMmPOkIdDGQGMC2TX+37FbqhM5gZrBRPAQp6oVLwPBYKhgwI8Ll8FI0iRaNYswaZiLJZpmyU6Uv3YWGhKRqaquFW3RUC9rxAuSDEw0TSwChxxHYO1SUkxfh+uOejkvPsv1/u2/t7MQIvpmHrHUJydm6UGLL8RVWfnWCLxA+FScr3TG2LyCzgqFr9eDxOIFA9ib74xS9W/vb5fIyPH12WM1ehGyaaqs4NVv4k8Vhc2m+2jm3lhzt+yPMWSNvDprZN7I7v5q69d+F3+XnZ0pcB1EipuqJdlb+v6rwKC4sVdSuEKXWrdIY6pbXDouJX4Z286D8ROAn3xAujqQvr7KuDQloCeKBRHPLTA9Kv6bhapwaqjyvnRYqdHa0SFZNxpAuwoiL9o/5juDLP47yD21+rkGi6QGRxv/4QrH0NXPmB2u1VVSS5zsLQ1G1jrQnVkkIShndIwG++4JS/hXmcAIppqZQ64SDZLxfkYKPEHUd14Czw9t4n02HcfpH9PvE9+T26SxLLyROELn6rTPVoWFLtK3YHxa9iMkpZebyliCIs3lONZZYpMWvBlUK8qm5RlUU6RDocbqv195nHCcNCQVVmyXltjqBgFAh5QjUeVLtiu1jVsIpEMUFWz1ZMuZ2WDydf2hPfQ0+yh4uaL+LZ0Wd5ZuQZtoxswe/yM14Y54mhJ7in5x50U+ep4ae40nUlpmUScAWIF+KM5qSNZkl0CZad4Ea9UZbUL+F969/HlR1XcnnH5axuXI1lWTw3+hwhd4iWQAtls4ymaMwJ7VouJnHAXyfncnYcjOfknHXUFZlJLUPeiBjPJfqwFFUIsJbVMv2n7UJY9bLa7RdeBj0PyDXn8vdKfIp2QXZEiBJfVGKP43FjmeJF4Q5Qaevw14lc2+Wbmgv56+R6FD8wr6iYTUz0mfDVQarf9gkoVOOy5pUYP11+6gnK9xJqkXg+0XfCG4EmuzresERIjJ22mmbpdWJ8WC5Ux87OEqK+KOlUmqgnSqKQIFlKops67aF2Hht8jF2xXdy+63YUReGq9qtIFBM0+MQ3aTQ/SqaUYVXjKspGmaJRrEwNmoySUSLkDhH0BCkVShxIHEBRxOjT8b5xULZztJ3jQvxpaBU/vvMKxVR1eocDR+3p8lbzEFOXuBVqkZjV+2cx+N76M3mOUKsQFs4xueV2+X31h0S9o2pVxacvIkWbch5K6aoyqJQ/sir1BHFUosLn8zE0NERbm5xY111XHVM5NDSEz3d2BjbDtFDPAZLCsiwejz/OqoZVdEe7uafnnsp88xUNK/jkpZ/kZ3t/xr299+Jz+biw6ULihThBd5BsOVuZjQximPP8Bc8nXoijKRpRb7QSZCLeCOlSmrAnfPzkjpOMT0TysBzIjiz6L99Ec0SRwK26wLAr1qomF+JSVhz0nYux4wcwsgN+/bfVXsz6SYHZGTV6BBLi8lcug4FnwX/85kPzOMfh8tVW1puWU0k8+jYLUWGU4Od/BRe9XtqNYj3VSoaiAgosury6uC2kJLnQ8zMYWXZyeOOCN9LV1XXKnv+04S/fRPPirtP3eqUsl19XJ8RAuSDJpeqS7yszMjVWOJWEPffKtnvvlR+A1a+Ach7FGRGqatLesfJGSQj0ohwb5WnaCixTEoBCUkbQ+SLyWrnx6oIi0Fg10PTXCSk2sdVjHrMCS51mnvxZDN3UiRfjhD1hxvPjRL1Rto5tZSQ3wku7X8rW0a2M5kcZyY0AVaIiW87y5Se/jGmZuFU3f73hr/n7h/+ebz/7bdKlNG9e/WYe6H+Arz71VUBGAO6I7WBNk3gurGxYyTMjz1Rk4Y3+RgzLwOfy4XP5CLqCXNlxJS7VxdommWRxefvl6KbO6obVRLwR3Kob0zQZOt1xAbj8lUtrbyhlqgsARQFMWQRo7qqnRGZEtkv0CSHh8tothBbpzmuIHH5ACApfnbR2TYRRhgteBK2rq542plklF1RN/i6mqVROTUP2SfPINcjxNWi6YPrWr6YL5HqU7J8nKmYTjpdEMSVjXxMWYBtvO7HEG5EF3nSfu9svRMN0Sl9FqSo2oovg6r+FeK8YsS67Xop2iuu4JoDMJF+IeqKkfWkC7gAezUOykCToDtIaaMXC4sFDDwLQm+zl+sXXcyh9qEpU5EYpGkUsyyJeiLN9fDsrG1bSHmpnPD9OupSuFE6LRrE6rcOS4qqFJZOJVBfL66vKxKJRRFO0igdO32uez/KV1XXq6cCUuHAmkBuX639pQsuNXpSwoLnFZyLQKOqJQgpe+13JFcbECJQ9v5Xj8MoPwH2fqX3updfZLWU2Ip2w6R1CzPobwFMSxacnVPW6cfuhxKzhqETFJZdcwm233caHP/zhKffddtttXHLJJbO3J6cR5XOk9aNkloiX47yi8xU8f8Hzubf3Xh4ZeAQFhag3SpO/iZcteRlffeqr/OfW/8SlutBNnRcseAHpUrriSzEZk00x6331DGYH6Qx1Ht8Oxg6Cqkxldp0xfo3LpRK9ciWBQEICcOViOuHbcQfkREhKnytpW1Hx3J1yUlz0RmkLcXo7TV0eb+pV1+tp0L40CsH6eXn0PKZCc1NzDDomhqpLZL3JQ1I1i/eIydDyF0svqWUBliw0ixkhL1rtEXq5cUlUywXpXy6k5LaG7mof8yxhRXgFq1pO3+i+U4aVKwmcrhGEegmMIu3tOiyMSjVUcVXNyiyj2toxvB3+9IVqj/DwNtuVv6Oq+GpaAaUsip6r9pQ70zWcNpLmVbJImExc5ZOSECT6pK+8oqSwhMBQFKmmOVA1MeWc5eNoHgCKbYxnVn2OzlLops6BxAE+/uePc83Ca/hT/58Ie8IU9SJdkS6uXXgtPckeDqYOVgiK8fw4lmXx2OBjFR+Ly9ovI+wJ884L38k/bf4nNrVt4obFN3Bp26V8Z+t3uKrjKuLFOD/Z9RP2xKXVbVXjKp4eeZqeZA8KCg2+BnRTx2cv1Op99Yzlx2oqrZqq8YKFLyBRSOBSXES9QhQOnc64YFmQj9O+0B4NaRpIq1/GHmluwxeV+JAeFiUoyBSfPbZvx6u/I4R3IQFAfOmriDz/vUcmF/NxOa8dksKB5qkSlCD5kSO/tgwhPxVFbnfayI503LpsQsPlnW/9mG34G+Q67wnK9xNdJMSFUQQsaR0sJkQxMRneELTMYLS444nUuEyUOr6oFFBKueOaADKTfCHijdCldgHg03y4VBed4U56Uj0A/LH/jwAcTB3E7/ITy8fIlXOoinhWqKgUjAKpUgqX5mIoO0RbsI2DqYOkS2ka/Y2VWOSoIgKeQKXtI1aIoVs6zf7mymShdFmIk5HciEzyWL6CwMbTO32jfekcKHTmE3K+F9PVXGJkOzx2i8SK534q+YRTMNl6F1zxXjlmQMjUtnXVkaMAz/uwkKpXvL/2tbKjVfWE21dLhumFineKlR1gtnBUouLd7343N910E8lkkhtvvJHW1laGhoa45557+OUvf8ntt98+aztyOiGtH2e/maZX8/LBJR9E8Sp4NA8LwwvpTfXSGmjFrYiZz6a2Tbx73bvpCHXw1Se/SrKUpMnfxJtXv3l66ZU1laho9jdzSesllSRhRjDKENsnQXoiUaGX5KSwrKrB0/Zt5DwxAhdvlJ4pT1h6pFa/XE4qRZGLezknF9XUoCzweh+E1a+EjW+VHwe5uH3x9RyVhBjcn4R8lPblR95mHucpNA81I8KCzbDuDdC0DO7/J1mkOkgclIVq24VVvwpFlWTDSVjtZBdvWIiKRL8sQt0+GEzLRIj4QVtptPKkF0S707spjhRZ37L+pJ7njGPXLnL5AoGLN5z61zKKYMFgbwFKSdpDo+C2R/2N76tt49j5P0JWJQ9Ly1myX35W3Cjf5Y5fimJM0cg3rYNFF4pce2Sn7QJvyjEVaJCqWilnLxrseGcZ1V7QQENV4aPZxmyWNdXLYl5NcUpgWaA65OPRbb3mPApmga3DYo72p/4/ATKJ4+rOq7lp1U34XD4CrgDZcraSBzi+Vw8ffph6rxxz1y+6HoA1TWv41g3fIuqJoigKzYFmPnXZpwDYG5dq3UOHHiLqiVameuxN7KXOW4dLdZHX85Wqa523jsHMIAW9gGEZWJZUUcPeMBZWbV5yOuNCagAOP81gdhHULaDd3yPtYHpepj45cOKDI7lWXRVSApCqZtNyyV9cPkx3ePpztpS1K5PeaXq9ralVclWTnMko2cUZO6/zRWsJjSPBGU98PvX0nw4EGuxrfkQ807wh8adKH5b8wBeV4+hk4CguGpaJAaJeFDKtnJNrim9mOftM8gW/y1+ZEOR1eQm6gywIL2BhaCENvoaK/93hzGFKRglVVRnNjxJ0B1FQsLDIlXMki0lC7hCZckZaQsoZfC4fI7kRISqMIkFPkD3xPSyrW1ZtN3eLqmsoO0Sdr46dsZ387Z/+lr/Z8DfECjHagm2E9h3CcO+ATZef8Ed6vBjcLwrwM0ZYmLaJtpMPOMfA7t/Avt9JngFSYFv+YjnP994rLapOq5hl2PmKIoTqtp/BipeKf85ElPPSZlrOU/H/06CSK5eL0NAEoWYsbYzZwlGvumvXruVb3/oWmzdv5m1vexs33ngjb3/729m8eTP//u//ztq1a2dtR04ndNNCU+eIc/RJ4tfDv+aX+34JQHdUTJjag+0VsylVUblu0XWsbFjJG1a+AYCgO0jJmKrLcfq/JhMVPpePRn+j3F7KSiX4SCgXpNKQOARY4jcx0QSuZM/11dxSkR7fh/KD7zH6/V/BXe+Qn2d/DI98TaoRDhwDw9Y1kvD/7u/leVa/orqNXhACw+OX1z6So7KNzb/Yz+Z7x+arkPOYCk9QGGq9KHLe7Chc/h6RVl72Hjl2h7dLcNc8cOCBqc+huuSY1EsS2E29SrylB6Ua4rQ2DT4LCbu9aRaMsH586Md87emvnfTznHH86DZGv/rVU/saeske51kCzcXmB8ps/sV++c6dRLCQEGL13k+LzNZx68eCllViNgVifHblB+AV/w7hVgg0YrkD9ijlCDWjTDs2SDLrb7BjV0xeRy9ITPIEhbQKNkq81Dy2eV6zqNHmDYBPDyxQMSWZOwfgeEQAhNwhbvtft/H+De+n3ieJrqZoFIwCo/nRinP+1tGt7BjfwXWLruNbN3yrYnIJQjBMl0t1R7vxal6SpSQtwRa8qiw4+tP9FXKibJSJeGSSiN82ZsuX8xSNIiWjVGOiV5OXnI644CCfAF+EzfeOsflnOyT2O2aZ0yFlKz9bVsvvzotFRTW0Tf7PDIlPwZHyz3JBFh91C6khyy0LyZ08Ux8TbJLFimlUzcPrF08lM4+EQGPVd2ceswNPSGL1xGkgvqj08Lv9ctvJelWpmlwnGrrk/5hdIdc8kgvPEMebL7gUFy2BFtyqm4WRhbzmgtcAsLxuORYWfak+Aq4AsXyMVFEUFG7NzXBumLyRx6N5UCyF/Yn9BN1BPJqHRCGBaZnops7O8Z38/cN/z+aBzTWv69N8JIoJLMuiJylKjgcOPcBQTtQZ7Xf9keTX/33G72M2sPkX+yVfOFPQC7Ku2n2PhAtnik/8oNyfneCTs/QaWHKNrI223gEo0GWrKJxR6k3L4ZpPTh8PSll78pBJZR3n8tjGsCUhPk7BeuqY5YGrrrqK++67j9/+9rfcdttt/OY3v+F3v/sdz3ve82Z9Z04XLu1qYEHk3GOPK0RFSJILp9XDwbWLruXzV32ey9ouQ0HBtEzGc+PE8jGy5SyGZVTZy8wIJKeR7iQHpILsoJiuJS4S/aKGiO0VNYOi1N5fTMttvohdhexDMXUhIuK9sk2v9Lox+Gz1cU5isECmkzC8Ha75uH0xd547Kxfc5tVikKmXj9r6MY95HBGKIpLb7LgcUxPHlV70BnjVt6VyvumdsjgdfObIz1XOyjljWfDsT6rngyO19YbskbvNcl5kR07pW5vHJIzvlRYdPV8d7+aYoRYz8v0Hm8Ww7ODDcOfbJTFw2kDC7eLWr2jQsV4u8K1rpLowsWLqSIBNQ1pKnO/fF63KNU27ZciZVT5RWeO1R9K1rJ51o7R5HBkWFgpmrWfNWYxMuWq4trJhZY2hZracpdHfCIiBtjM97D+3/icBd4DrF19f81zWUbw7XKqLlQ2S/LYF2ioLGxB/irJRxqt5KwSJz+WrrMsVS0FBwat5K0WVyQWU04ZiqnquGkWItEtMP1LzcNLOVZy+7uZVorYb3ibXgLRNVFim3a5h2km+/beiiLlmfZfkMY6ps2XIdWg6giPYJDHENKr76gnOXCXRsLTaRjCP2YEnIArMiXCk8ierpJgIb1TaSgAGtsCPbxKDxPSgXfm24RBgs4CoN8riiCj+mvxNbGjewGev/CzvW/8+ALaNb8OtusnqWWKFGF5NFBjj+fHKOR7wBFAVFZ/Lh0fzkDeEoLSw+EPfHwDYl9hX87qaqqGbOplyhlRR8qjx/DjD2WHagm2InvXsL0AfF/QC7PsD/PlLMqY2nxDS0vHJARmNvu4NkrO2rAQUGTva0C2DCuDYrUaWKTlPqEUmhngC1VgUbIbMmKzHzgRR4aCrq4uLL76Y7u7uY288x/Gdt17Cha3nnnHQ0joxdekIdWBh4Xf5p4z1WV6/vJKYpEtpOkOdXNx6MS7FRaKQEKLCssRkZbqZzJlhOSCdBGVsr5AalfuHhEn2RiTxdntrqw/FVLUvUnODomGpbkn8w23yWEcuf+gJUVWYujyH5hEX7I6L4cYvSXW7Bpb0hQcbJZlo6J6Z9HEe85gOoVZYdBm0XwThjtrRT8FmOQYXbJLK+Pj+2rGl8YPV+dVxWyXx1K3w2LdlwVvTY+yXYxbkGC9mzynzvjkNoyzS7mQ/bPs5/PzdVQn14afgR6+uKlz6H5eL8JJrRFWz5Bq5Pdwuf7/5v6vj4gCwaonSijlwujo+EOQ5FcVWXNjfe3Ca0c+RDllMuDxnvVfC2QTLAgWrdlzxWYxEMVH52zG6dFDSSxUVBcCGlg1c1HQRmqrxrgvfVSEVAJLFJPFCNUcoG2Xyer7m+VY3iqqgLdiGW3OzNCo5SqO/kWwpy8Lwwko+oioqQU8QTdWo89YRdAdpC7VV+tzPCFFhWdXpO5rLzllUOU1jByRePPSvcNe7RBEFQlR4I9B1tfy/5BohKnLj8OT3pPUj1IZWTEqOlY2JmiufqI4cdduTyJzRo2CPsjxC3uqNVKuaJ2KKOR9PTg+c42IygXEycMxV67vgmR+Jh1vfY9U2aRDflAN/khHrswBFUSqGlz6XDwWFFQ0raA+1s7pxNb8/+Hss+1pWMAqioFAU/G5/ZWyoV/PWtJ9bligxPvSnD/HIwCMAFdXERFhY7BjbUSExDmUOYVgGLf6WGtL1vEEpaxv0IjEmdVhumzgdcfGVoghWXXKsOIWO1rVSZHnZV8XDopybfrRoLibrvECjxCbLrB2r23SBGMc3nBpj0fPwWz131wBLokt497p3c2XHlaiqStgTnn7+sCKBRjd1GvwNBN3BSkLh0Txy8czH7arBBJRyUnW0dDkRimk5GRyn2VJWLrSeQJXVdwdFeuQ42xfTVemiLwr+OqlWFTOw6Mpa46h4L/z2k/D4d+TiH+mQE+XaT8kCcSIqY7lsOXR9d3WqyDzmcSLQXJIoKgqEmo48G7rD7pM+9KQoJw4+Ane+DR78ihyPqUOSQO6+R7ZLD0kQ2nPv1DYPRZXzy2mXKqZlgZw8zDxmEYWUfLbZMcQs0bCTOKtqfHnoSYkrA09LnIv3wsVvgev/QVQ1TbZsN2KPm/NFpr7O5EVDsEVee2JLmqoJ8RXplOpYZMH0xnaR9tpxt/M4fXCMCs8BJItJGnwN/NNV/8QNi2+ouc9SLJoDzZX/l9Yt5T3r38N3X/xdLu+o7fs2TKOizAQpfOTL+RqVhTO9ozPUCRYsiIjKwKN6sLCm+F7Ve+uJeqM0Bhpp8DcQ9UYpGaVK28hph24bHzreQ0611u2DrXdKzNjxC1FlDT4rZEPqkKgpmlfCG38qUuoLXgxLrpVRxuUsRNqxFOy8BdnWMiRPClY/fwKNVc+Lo5mDK4pMKlLU+RaOuQxFmf2WPbcfMKVw5xwrY7vl9nxMVBRje+SYnTi+cpbgUT1oqlaJAy9a/CLG8mM8MyIqU93QuXP3ncQLcfwu/xHHkiqKwvbx7RSNIvXeeja0bKA31cvWsa0cTh/my098maHskIxVVlXGCrUeCEvrlqKey0taZwqZZcmggr7NksOkB6tERWpA1mCHnrbHF9fJ7Y2TCATHOLXtQiFf29fbvoGZ6Vv7HWIi3GZPZ3TXEhWqKsW2iebCs4hz+Fs9Cs4xosLCIp6Pk9fzXLfoOjyqB6/qJeAOUDJLU+WZtmGmYVZbPXwuH53hTnyaTw52b7B21A1Ug5yiiDIiOy6LOYfQyMWqUqDkIbj99XabiCJKDMf0Ra2VIyp6Xk6ERZdViYq2dbJd0wXiWHvwYUnksfs0J8MoSRLvvL56DrilzmPuwBM6ctxoWSkB/E9fgDveCvd+So69Pb+VpDXSLrJfEOPFeC/0b5bt73qXyDVroFRH7mbHhTQc3j71AmKaUombx/FjZJd87qO7ZHxcsKna02vqVYICpLd87+/k74mu2EteAEtfKDFrMollGrJgmHzhDrWA6plKajQukwVK07KqieY85gSUxEE0I3/OtH4kignqvfUsq182RaWgWAqtgdbK/y7VNa2UOlfOUe+tpznQTK6cw7RMMdP0NzOWHyNTylA0iiwIL+Afr/xHNrRswO/ys6peEuSoN4pX81bM+RzU++pp9jfT4m9hQWgBAVcATdXwnq6JFIYuscFRR+gFps03MsNw6HG45GZ4zX/Kuf7Mj0SBNfCM5CqWVZ3k4/LBdZ+uPj7UKs9qWdLe4XhEmEat2s4hJp0RxxMXB5MR6ZD4NEMDxXmcI/DVSSW7Y6MQVZ6QbcxtFxQd3yPHc2uWoSgKIXeIklEiU8qwNLqUem899/XeR9gTZld8F3ftvYt7e+8lXUrzwfs/yFPDTwEyXvT7279fmRTiTAj67FWfZVPbJvJ6nn/e/M989M8f5YnhJ7i39148moeAO0DByZGQFrYmfxPKuayoGNsNvQ9L7MkOy/c6tg9GdlTVvMl++Z5tY1M2vUPUn42TFDwd66Ww236RFJKLduEm0Fi9zmXHZM2nF4UgXXip5CiqPfb4NLbVn5fUq2XquI3ZZxbPBN7Q+QbSoTSLIos4lD6EruniNeGSJMCtuInn4zRMvPgpEHAFKBrFqidFucAibyOGqsHIXhmdlI3JhdsZn1TMyMVU84ikzDREylbOy9+xnmp/0p575YTq2wwXvg5Gd9vO9dYUAiFyw2LqerfJyZTolxuX3yBypHIOfvAKOXkindhzuKoPNnVZwOnFqSfjMXD1Xyw/9kbzmAcI6+wN2uOdXLWjJAFe/m/wyDeEuS6mRd5590dg3/1Ctg0+J+fK0mvhqf+Czd+WxNIoyf89S6QKt+Klcog7CUV60PYw0OHw00J0OAvrRJ+ce8740wl426K30b3k7G/T4x0303qy7YbpEfn8onZbRiEJxaTEMUWrKrzs8cdXL38COi6CR8YlZg08LT8LL69t7Qi3wwv/Ti7oeskmO+Ly/bl80/dquv1CREyuqjkLEtd8q9pcQ+Rnr6MztA7MN5/pXTlp3D10Nz3JHi5sunDKfc6o0Ca/tB1d1XEViqXIpG/LrJFVF/Ui3dFuNEVjJCetn83+ZrqiXdT76hnODZMr5yibZVY2rCRXzhF2h9nUvolPez/NwvBCWgItU0w4p5ssVuetkwLKRJxIXHBi6tFIj/F9siBQVGnBKGVw8o2rXzzhnB2WMa0sv0HiQMOSWll9dAFTiiqqS4iEgw+Dvx7DtGOEv16S/3C7XGcmLgDcfiEycnGZ9nOsto55xdX5B1WVa0q8B159i6gvf/8P0poU6awa2KtabfvqBJxsvhDxRhjIDGCYBi7VxfWLr+fOPXcymhuttHE8NvgYy+uXM5wb5ktPfIkf3fgjnhh6gt/0/Ibf9PyGf3vhv5Ev5yuji5fVST7fFekir+dRFZXNA5t58+o3oyoq6VKarkgXG1s38uLuF2MYBqW3vYnWC9ad8Ps4EZyWdUS5IK0X3pCMTS+mZWx5bkwmyYC0Kif6RNGeGZbbWtdKC/xkLH+RqChCLZK/OD44DRdKUcz5v1wAVRfPrIk5iy96WscZn5dEBeU8gfzwmd6LWcGiwCJoFF8Kt+Zmf2I/btVNnbeOqDfKZe2X8dzYc2RKGRkTpChgUWFAnT4zMsN4ynm7N9qSC7WCmEc5REUhKQfxwstEUgbCwJWyImcv5+DgQ7D0OumHA9n+ojfIxXd0l5xsv/s7uPit0tME+CMZfC0ecb9vXQ0o9ohGTS7kdYukCh1ulQv1xD7YfEKShGL6uP0omhfOT/uYx3Eg0CiEm+oSlQTIcVdMS5J5w2drt2/ors6pHnxWZHYNS+T/xEG47u+EAX/qv2R0HYic+IV/D6ExqboXM9J2gj0mM75flEYLLhF/GKcyb5o1fcZdwa6Kkd1Zje5ufKuOPt/9qLAskWUXU3ZlqSgXd5d3KpFgExXNvn4o2zL/ta+BLbfJ3xe+tnZ7o2Qbak4gTy0DXAGJj41HcHRvuqBqxDmPuQ/TxFNOnvWKCsuyuGf4HgpGoeI1UTSKZEtZfC4fZbNMo6+RBeEFfOSSj7CmcQ0FvYBP82GYBqomi4OyncRGPBE0RcOtuinoBdob2/FqXlqDrTQHmjEtk6eHn0Y3dUpGiWgoCkWRaBd1GUE4EzT6GqfeeCJxwfHSmmjAPRGlrMTjYLPEimS/qCs0DxhlmtvcsOvX8OivZWGoTjBFbFpeS1SE2+Q6MfmYufbTkhvVd2OW0kJ8OlL4puXTx4VIu+2R4Z6fUDaP6aG5hdCqi0qeAuKxFOmUha3jC2cZtcVHGyebL4TcIQzbw0dVVF6w4AXcuedOft/3e54dfZYmfxOD2UEeOfxI5TF/7P8jz45UDfMfH3ycscIY9b56XKqLRZFF/N/n/18WhBegKiqPHH6Erz/zdXbHdrOqcRXJYpLmQDOvW/E6ABL5BOqSpSeXL5wATss6wlF7uv1CLFimrI80r6h2XT4Zgbv3XttjcJ/EJyfW5ZM2CWorshRVYpRpVMeTgsSXSIeQH4E6ISr00tS1VaTjtCoqzstsyQI8Rm7WHHDPJHZndjOWH8Olugi75YTRTZ2ASw5IRVFYVrcMn8tHPB/HtEw0VSPkCRHxTpAfZ4ZFYp6LTwhiihAEjsqhbzPc9+nqVA55Adku0Q+jO+CBL4qkPdkvJ9XwdjlxPAGpavb8GUZ2wm8/IYu4Aw9g7Oojm2qX56pbDG+4TS7aDhZfKb+9UfBHqxJJp6UlulCkTNMZ0B0F/Ttj9O+MHddj5nEew98gC9xgY7UNSi/ZiW1y6vaNy+QYH9oqBkedG8U7xblv6bWw4ka5yKx5NbzsXyWZ7n1QZq33PlSbULi8ds9yUeTFqibkYC4mRMiEePZc8jkeHXiUsx7PPkv2kUeOvd2RUEjIZxRqFblkKS1xwkn49SLs/LWosmzytX8gSP+OUSEU1r0O1v0FvOQLQg5NRD5pt+PY8u1SThYUHRvk/yMtKjTXvHndWQTFFyaolM56jwpFUVgTFvPMolFkPDdOrpxjUXiR9I67QyyKiMnauuZ1oEjrR8gdQrd0LMuiZJQIu8NEvVE8mvSmd4Q6qPfVV8aMAhXzy7ZgG9lyFssSc2+/y49uSZuUe1IL6JHQEmyhJTBpSsKJxAW9VG1ntSxJwg27Zcs0JC/R3BJnixlRjWYG4Uevgv96Gf33/Df9v7tPCi77/2iTEXahx/GrCduKq0CT3S44Kcf0BGDljWCUMD1hITwcI2VndPVkNC6VBUe4rdaEdx7zmIhgY9WMdfFVYg5dykmu4vi9je+b1mvrZPOFkCeEpUg+HvVGCbgDdIY6ua/3PkzL5B0XvgMFhUcGHqHZ38zSuqX8at+veHb0WV7a/VLqvfX0pnoZz4/T7K96tCyKLKoouda3rEdVVJ4bfQ4Qr52JCiwLC8/WXSeXL5wAZnsdoTptGBORHZGWDtUlHmYOfGH5bhuWSAtqOS8q3PE90LhEjNkdg8xyTkir7JgcFyD5jy9sr9HsKUGRDqm9hNrlOVtXTx1zHGw6rePRz0tFhQWoVkkSfvXsnkX/66FfE0gFuHHJjWKEiVROJvZ0Bt1B1jWtY1dsF2P5MQKuACFPSMaBgVysKwstS3qod90t0qDkYYiYYLRXRzAOb5PxWbED8JM3wkv+r1xIx+zq8YE/yYF94WvFCDM9JFWBQIP0dUYXSvXy/n+GeA/pzY2k/fUEHRM7bZKkaOPbhcDoWA+esJxkTh+5L3rCBi5P3tMLwMJV83LrecwAvohI6dx+qVYUc7LgbFgixMFkNC4TA80/fF4S15U3ykJ21f8nBIUz6ummO6qTH+q7ZIJIsHnaNilAWkj0vN2eNSYEY7xHLh42g/7zgZ8TSAS4ouOKU/uZnGrc+TPGAgGCV1557G0LKflMJ8qfMyNCDChK1VhqIvb9AR78f1Xli+riyb6NYJZY+MKQPOby91W3zycARdqAVJfIsTUP1C8Sz4vGZbKYWLDptEoj53HqoHjDaMVCVQ57FiNejuNRPWxq24SiKFiWmGcudtf6ong1L/FinIg7gt/lJ1FKkDbTtAZa6Yp21Zh0t4fapxIJNup99RxMH0RFxevyEjADUnlVZk5UTLvdxLjgTGOZ3I43GWbJblM1pa87PShVx5ZVUrHMx6vFDssQFdb4AXt8aJEnn20C11+y0PcJUVNFOqvPveRa6fVe/yYhMuq7JOY75ncFe9pZJblXMCfnOfOYx8nAVycFEVOHda+XFqPeB6DtIvj1/5bjOLoANvwlUNtCdLL5glfzEvVEMUyDRn8j8USc1Y2rOZw5TL23nvXN61nZsJKdsZ0sjizm6s6r+den/5WwJ8z1i69nKDtET7KHolGstHxYloWFVSEqAu4AS+uWsmV0C+2hdpKlJH7NT7wQp85bJ8TqXb+Yeb4wS5jtdYQrNwzDiCeEoki8ysWlSAvViYlgK0b3i4p90WXwiCqqr7G90H2N7VNSQiYoaODxSbwb2AK6Zo9b7pRR6o4Sx+2XEeiBhjmj4DptZR3DMPjiF7/I5ZdfzoYNG/jABz5ALDY9C/XAAw/wlre8hcsuu4xNmzZx00038eSTT87avliWhcss184YPgfgVt0oKFhYVe8JG4qisDiyGN3U8Wge/C4/YY99EJYmsHelrIwE/fOXYOhZu68tLUzt6G7ZZmSnVIGfu1OSt8NPARaM7qzKgS5/r0iRoGpKlzos5Mbql8tEjviE0UMur7xO3WJ5LqNUdTDW3OKaDbII8ATku8snRXI/j7MWcykuHBMuL0Q7JYB3P18Wp56gBHjFNXV8oTOCLDsCl75bzplCStqeHNdlEALEISQal8lFBuQi8sv3Q8+Dtc/r8tYuurOj8hyZoan77FQNz4FF1lFhGuID4kgkHWRGZPLQkTC0VX7v+IUkAB0bJO5YSIvblNfRZRGTHRWVhmXKMRBZIASs49jvi8wTFSeBORUXvBFUvXBOjCd1KS4WRxazNLqUoDuIW3VPMbQEcfIv6kX8Lr+0hRhldFNnYXghXs1LcMI55Vbd1aLHJARcgYrPhVfzSjHFqj7upGEaoiaLHzz2tnpRihypAZFLB5vA45ekPdlfTdSBirdEakAKJy/4uNwU7az2fE/0q/FFYNM7Jcnv2CD75QtLzM+MSM7iVDEBsLC0EyuwnM+YU3FhrsETlHOrkJKWJE9QVEFP/VfV26SQOmW5QHuwnTpvHRFPBMuyWNUoOc5FLRehKAqXtl8KwOLIYi5tv5QPbPgAX3r+l+gMddId7eZQ+hAjuZGKR06sECNRSNS8xoVNF9KT7OGbW74JSMsJQNksE3QFp7O9PfOwrOMaNamV01XiFEQJYRnVtrBCAu7+sKjS472imGlcKi2ni66ALbfLWqppGbKWMuRYaFgqLfX+elGAFTNCgnhDosbxTyBa6hfPGZICTiNRccstt3D//fdz55138uc//xmAj33sY9Num0wmefOb38zvfvc7Hn30UV72spfxrne9i8HBwVnbH+UcJCoURSHgCmBaJh51wkWwkIT0EAF3gLAnXE0QCknbmCU7oXKriJoCRFLur5cTpZixiQpFer71YrWvXtWkyjuyE5bdAH95l5i11HdLMtD/mGw3slN+d24UtnAiHIYwZFdmCikoTJI/oUj10uUX4qR9XW2yMI+zDnMtLswYLq+QCq1r5dwJNtZ6p5hGVQbctk5M10rZY5uhNS2TFoTcOAw8K61Tv/s7ePDL0goyRbapSBzzRuScmdjOZpRF3dTzgLDuJ4tiBlLTkCEngkKy6qzvoJSdvoUGjk22pIfFe6I8YTFQykmc0CYtiAafhVtvFBXF8LaqS/5V/xtaRRqP5pa/HcUKVEcgt6+HppWSHGi2IZ6qnlD72Tymx5yKC94wilGoEufnABRFodHfSEeoY4qhJQiJUDSKlekcqqKyKLyIwNGmTkwDTdWo89YRcAdQFRWfy4eFhYIyZeLICSEzIsqI6UjaydCLEqPz49WCiuaBULMQjBM/B8fVPmWPRV/xUon13kjVtDvaOfU1KlBqe8JbVgO1CxZrNoia8wxzKi7MNXjDoh40dMlPwu3imzLwtLQv1nfJItfU7UJffFZfvsnfxKKIxIh6Xz1Lo0tpCbTwvM7nAXB5++U0+ZtY17wOVVG5qvMq6uyCS3e0G8tmMJv8TeT1vJCck2LTZBPgoDuIpmgU9MKMPW9OOxJ9Utg4GixLcp9SDsUoVgu3UM1pcuOyljr4iHyvfZvhif+U+xqXibpzzauqz1nfLfmJ5pK2+YbFVa+JiurUkha1hiWTiNq5hdNGVNxxxx28853vZOHChYTDYT760Y/y4IMPcujQoSnbvvzlL+eGG24gEongcrm46aab8Hq9bNu2bVb2pXKtyCdm5fnmBEwD7AqIR/PgnpicOyZRQEugpVpBSQ9LxaBgO+C7A3JCOQqI9KBcvC0L+h6Ri/ziK2XBsOvuaqDLjcvEj3Je+pmcA97UoXMTHHpK/o71SKIfXSgVaZcPXvwvGJ6QJACqS4Kty2/3dtrKisrizJITONQiRpzRzmPLPecxpzGX4sJxQ3NXzSyDzaJesCzbsHEcUOB1/yXTaxSbUGhYUvVYKdk9gxMX7I22N8v4Pjj0hP06XhmPed9nZIF96Ek5Bx//jvgumLrsi2XWLtSNssxOd+apnywyw7JPs0FWZEanqh/Sw/LepiOQE/2ifphYmSim5TMHaSXzRWpHKh9pZvyzP5XP6ZFvSFxc9wZ4yy9E6eWMe/WGqxUMp5JeLoC/TkipxiXy2fqjVTM8RZkfiTxLmFNxwRsWRcVZ7lExERYWjb7GiifFZHg0Dx7VQ9AdpM5XxxUdV7A4cmJjcxv9jUQ9QgZ6NS8u1YVP801LkBw3SllbrZA98ujF1IDEG6Mk53I+XksYTzxvB5+F//4riQ9uvxAVDiHhECsOUeEUSfSi5JI1RJYlcdsdELm9NySxI22PFdQ81eebx4wxp+LCXIOiCDmharIgDbVUWxrbL5KKeSEhhcmBZyDeN8svr1TM+ReEFuBRPXz9uq+zpmkNpmUS9oT5txf+GysaVkx57Ir6FTT5m+gMdbKqYRW5Uo7l9cvRFA3T9nnJlDJ0BDr49GWf5gcv/QEf2vgh1resJ+QJkS6lqwrxuYbs2BGnrVSQPCSFqLHdMg5ac1cfkxkVJfqPXgO/+Tjsuke+51CrtPcEmyRvVBQhJ/7iB3DF+6GhSwwx/XVTRxa7g5IvugOSx7i8c9o367TsWTqdZmBggLVr11ZuW7RoEaFQiN27dx/z8bt27SKRSLB8+eyMgbGwMDWPJN7G5ArlWYrMCMQPEtR8BJRJF8CSbbhn6LT5mmj21lUfU0gIUXH4aemh7HnAdoRtF28JABRxvwZY9TL57Tjhh1pF2r7tZ3Jhd9o9QJ637UIoZ8VEM9YjPfSaWy72b/8NLL6SUmiBvGagUU42b1hOLH+DjEidSChpHlmQTDZ3mcdZh7kWF04K/jo5NjOj1V7Qjg1SlZtIpnnDsq1elGS4/SK53ygL4dC0TBLYg4/C4SfF6+Dm38Lbfg3X/6OcF8/+BJ75kZyDe+6rXdiX85AeRtHz0pPtCcp5WcpOH+ssa+amwplhWRTkjlEdmAkK8UlSaKrz3hPTJFDZYZGxju+Tz2psH/Q8JNNTynkZN+oN134W8V5ZGPzmYyINz41LNaLvUYktg7bjeMdF1VaaxVfKewy3y754w4BN1ur5qYqJYPNpdb8+HzDn4oI3jGoUqyTWOQDFOrqiwa25CbqDlaKGehJTapoCTXSGq+qDqDeKf7aM2EoZ8dSC6RcDRlmUnIWkEAlOrJ3uvccOwL2fEuVozwPwxHclhkQmKScWXSHqipZVNkFRtv0oJihAFVv9GW4VGTXY0usVUMjIAmEex4U5FxfmIkItQqyFWiFQNaWkvlty5kISkn02yZ878vOcJCLeCC7VVfGySRVSJIoJgMoUIAeWZVVIjC9f82XqfHW0BluJeqOEPWEy5Qy5co6iUcTE5MLmC/FoHi5rvwy36qY92M7axrW0BdpO2fs5YViWTQ6ljr5dblxyjew4lmVJ7CjaCtnsCGz/byrtaOkBISaWXCP/r3s9Qoz65HfdIrjwdRKXfHUQXVT1t3Cg2UXh8Bz8zKbBaaF0Mxm5gIRCtTOeI5FI5b4jYXx8nA9+8IO8853vpKur65ivVSwW2blz51G3SaZSlHWTvr5eCkk3RuDsleu+tf2teL1e9m97HNUyGHX7yOZH2Jmoftae2G482QFy+ToUo4xayqCH2ggM7wHFwps4QOtz/8bo6ndQv+9uik0XYaluvLFeDvX0ohbjRA7toh44WAjTFlqIN9NPKdhB2d+Gf3Aril4gufjFxAfGAamUasU4mM20hrtwPfBlVKNItmUjoz29Ne/BesONWFaBvQNx9MROXJkxwMRyhVDMAJ5UD5YWA7NMXt/DbGHhFaI6OdbxMlMUCoVZe64zidP1PuZaXICTe++KUYdilDDNEOSAsQECw4cwvVkwdRSjSL7ciys7hjfVj6Vp5ModuLJlfImnMF0BFFOnvvVSQjv/B8UyGG++glSv3X+tdFHXeiX1B34pJAaQGR8kdMebiS95JalFN2AO/RFVz/Ne/2W4PV56DkqlSSsmyOe3YE7ya3Blh9GKMYr1K446MlMxSgRGdmK4wyjmCPn4US4dpi4X6MktFw4si+DQNgyXn0LSU7ktMLwV0+VHHdxMrlVHLaYo/+XryAWiHNy3A9MTRR18CJRHUIwyhjeKOriZcrAPd+YQpjeDVoiTzTeg6nn8Q0/R9uzX8GQHMQeelcUmUPY3M7ThwwRHn6YYXkwh44dsLwBqscwFz/NiejL07T1IMdqNK59AMUdRjRy5XD3WYHbSG8og7lfTYz4uHB/mWlxozpRoNIr07tlKPuE+q1Uzb2h9A0PGEH39fUSSkSOSFalyilQ5xa7krlnfh9HCKGWrjDJyYp+jWkpRftNryUWa6N27E0t1oeoF9PHNlEOdYFlYLh9YFp7kATyZQ1jKftqe+Qqjq9+F4a/H8NYeR1ohTsfjnwXFjap5sR7/TzS7lW+s7CPd08uyiyQ+9sRMWPcRlEMjYBbJN29AS2bwxfowPDLGVmL9NItno0xwaIhyUKHgc83HhePAXIsLMEdju2WhGIO0lN00AIYnQt9QgoayRjgXp/9gL6Y7hFoeIperA6rriNl8L7l8jt5SL2FXmGQ5iUf1EFNiFI0ihmVQ55HXzugZymaZOncdiqKQKqewghY7h3cyVhijL9dHUAvic/nI6BniWrxCnKbKKepT9aiKSpIkxZvfDrP8Po6Fo60jFD1PYHg/pnuIfPLInlWB4ecwtQBqKYlrbCc9nghaOU0+oRE69CQdfZtJdL+M4OgzeDKHiGuNpCOXEl04Tty/DuXAXnRfI67CGKaWBFVDK8QoZIIY3jpgqqLWlS1iJmKYI6eGgJ/Nc+O0EBXBoCTHk4NJKpWaEnQmYnh4mJtvvpmrrrqKD3/4wzN6La/Xy6pjzNGNxWPsGnyWRUtWSDWs4/TO3Z0V6CXpSdoPq1asgAMPgOZmQbgNPR3C3z3hPR1MQMELLW3CsuXGoXEBeEaFpIs9DEDzyINQSuHa8GoY3gHDj9PddwdseDOMAu4Ai5evgfjV8OyP8Sy+FI+iwKi0itRddhN1oVZkcogLSrbqof0f4c63ARBauJZQd1fNW+kBulrC0LFWZNWGzXg7oxlH26WSGmqBBXP3u9q5c+cxj72zATN5H7MRgOZaXIBT8B0GkqJUKmak5al5OWRboL8kaoroAtCXQWG9yDXTQxBV4e7HYOHlND7v7TRONF1r/As48EupkBQShBI7AKg/8Avqr367TTYoWH1uuhZ2VCV/2TEIesDMimGtosp9B0eg7Id6VW6fbvydaUCsF7z2KL3sGCy94MhtV+kh8ctovmD6+0s5cB8SA9Jlq6RqoBfAfVgUC9kxaAzA+AAH6wosvvgqGHFVx/g5rWCqS1rVLEtih+qCbAi6l4l6a2QYsoOw8e2ofY/A4quhbhHuxVewUPMAl099n4WoSPyDTZANwKJNUn0aeAaia8QX5zgxHxeOD3MuLox2wS5LrlFdbVNnyp9FKG4r0lbXhqIorO1Ye8T2C8M0MC2ztoX0SNDt9swZjs7s0rswTIOQ58jfZQ1yMWm7itqtFoPP0ZOC7qtfKFN7Ag1yzpZyELBzhrZVoqbS+qFzPRz4M2QH6fRmYdF6eUwhJS0Zlgl3fxWMArzym/Dw16pqK6Cpaw1NC7vkH1OXH5dP4lTrWploVkxDXxZpVy1CqPvIuUokB5FOdg5m5uPCcWDOxQXmeGwvXAn7fobWtIzurkUw2gx9RRYvvaB6/C5ZLnn2Tmb9fSwoLWDL6BbC7jCtZiuLI4vZHRPyzv3/t3fe4VGU2x//zvbdbDa9E4ogHUkggAiIAoqCUgQsXLsoWLD97PVer1gv6r16BbFhuSooEopiQUWRJgjSQYEACYRAerK9vL8/zszObgo1JJtwPs+TJ9md2Zl3NvOeOe+pGj0MOgMMWgPKnGWwGW2we+2wGW0oc5Whe1J3RBui0cbbBt293RFjigEEsLt8Nyq9lYjSRyEgAqj2VKNberfgObej4a/jlLAXA8YSWme170SpZEpUrYLPDWgLAGsitZTd/jaQYKUWs7ZoYO9+AAJx/a8FNhmALQWIa5+DuLa9ga69EaOcJ/UcStf3VNO61m4F2pxzlIjP0/s9NaRcaJTUD5vNhvT0dGzdujX4Xn5+Pqqrq9GpU+18JQAoKCjA3/72N5x//vl46qmnGiafUSZe40CaVUMT9DSGP51WKg8CFQVYV7YOy/Z+S711fS7ofU6Y/V56aCutsf76nkKJHCUUTuSuJAVfpwcgqZXvi+VohdSeajeNnV8D+36l/aNTSSHIyKFtGb2oujBAedoxmRT+6KqiEGxLImCKI6W/y+W0n9w+MRT/H9tR9dtm1QOr1alGCkDOBQ2oueANRN6mYuRtKm7QYzLHT6TJhdOCOYYW4QG/mutsiqHw4ZhW9FpnpIJuGi2FbMa0Aq75BBj+LM3bUGwZwN8+B8a9TQXaQvtt//UdPQSNVqxx78Oyqj2kVO9bSYaJqoP0ECvcSBEZeT/Tdmsy1Woo3VP3NVQdogK6YQ9XV/3X7K6uv3iUz00pHNCQLPF7qRDewT8QDG00WIDS3YAxGr5Nu1G1+PPwRZBGp4ZuG22UCuZzA+s/pON57KQQFO+iXMzsa4GxbwG9rgPOGlz7O1UIUE2PvN1A3nY7hWcbrbQQadMfSGzBIcMRRMTJBaNchybgp1ziZszmys3YUrIFRq3xqN+RVqM9PiMFQDUflO9FrpUVxO9T68jImHXm4zdSANTdq2K/enz7EYjfN6Lqm0UA5BbOGh2ldlQWkrzye0n/0RtpvrvkelrOUmDbAmDp34EPRwH/m0C1fgo3AgPvoxpCSZ1p3w7DgL6TKYUPQN5OD/K2lJPMdJYBkMKLckJAlWFHuT5bK04XOwkiTi5EOhm96Xd8O0pRipHr0diLga25ZAAMUIHqdWXrsCx/WYOeXun44/A6kGxJhtVgpfoLoIKZVZ6qYP2JNrY21LZYRulaaNFbkGhJhF6jh16rR7wpPpg24gv4YNLWKE6+di2qfvypQa/jWBx1HeEsB3SyrlK+n/Qce8i+FQW0loOgFLVSuRPiH5+Q7KwsAA5vpUKo1hRqgxydqhb9DsVgAaypVIMk4CO5WEdHp+ZIo1XPuPLKK/H2228HBcvLL7+MgQMHolWrVrX23b17NyZOnIiRI0fi4YcfbvjBvDMUsQd+ooeb9ygKd6QiBC0svC4sPrQYH2z/n7JBzvN2U0724Z3AoS3Ar9Op6IqzghY2AT95G/QWQKulaAUl7Du2NSn+1pD8No+DFhPWVJp4cW2A0f8F2g5SW9jEZqpFqbSyBzk6lepOeN3AeXcDFzwGtB1Ix7MXB4tP+b77FaXzf6x/AWG0kpBtYEPFH9/vxx/fN2xBIebEiCi5cDowxZKBMDZTXWxr9fV7ZbU6UmLNcfUXW4tKom3WFHqt0ZHBsEhV4HLLVuKDPz8H5k2ivOu9yylf2hRDkQnWZDI8WOJp7pvjaJx1tdGqOEAGl9DUkNDFiL0YKNkj191wkTHEVVl3cbuKAqB4p1p12u+h8yoF5gCSS5YEQGeE98d1KF24nOps1IXOSD+//AtY9x5FPpTvJy/poU1UI+dYBXcdpdSn3O8FzPH4Y50Gf6xyh+emm+PqHwPT4ESUXFDu1YCv/gKtzYTFhxbjp/0/UZvQhsLrVHOwq4uAIyHpIo4SIP+32vVojoWzHCjdR8q6u1KOqnCS/iIC8P7wO0pnf0ByZvMXJGskLc11Iejz7kqSKZKkGnR3LALWf0DdkLpdQfJn0xzK+T77YtpHaR3dYSiQdQ3tYy/BHysd+GOdBkjsJNf1EWoLYq0BZKQQJPOPZoiIbdWso3KakoiSC5FOQgdyKrYdSM/uFPm+/v4pYMVr5NjwewBXJb46mIsPtn7QoKfXarSINkbD7XcjwZwAk9YEjVywsbWtNVKjUlHsKEasKRbRhmhIkgR/wA8NNPW2Lo42RgfbG/uFH8aaLcAXLETp++836HUci6OuIxwlsrFAIkeQOUYtbF62j9ZnxbuAv74Fcm8Hdi+lbdVFQPleBB3JinM4tTtwzWeki7gqSc8RAfr/6qMAWyr936uP0OsILpB5IjTaVdx2220YMmQIxo8fj0GDBiEQCODll18GACxcuBDZ2dnBfd955x0UFRXhww8/RHZ2dvBn4cKFDTOY6HRYijfTP1f4m09BzUBA9RS4KijEEKBr0GgBSBSGqdFRARZnCXlCAZokwicXlNKRJVWrV5V6pV1oilyoKKY19doFaNJUHZILr8gW6ZRussVOFhShRTTjz6KfqETAGAUq9KIHOl4sG4cccqukSsBdBUmxpB5NeUrqpLYuZVoMESUXTgeGKJoH8Wcd/2fMceoi32OnoreOEjIuhrbojJYNFbYMWpAf2hI0NEgBN0UleJ0U5llXtESo4UHxSCqREh4HzU+lUKWzHPhoLLDqTZIXVYfIQOF1kvHhyE7qCFK2Vy1qF9qBQ6HqEMmC75+SC/x6yICq0QE/PQvsWlr7M34vdTwJFvetgdcB7JG9KM5yGpckUaHN40nVUOppOMtDun0IwMIFe5uKiJILSkSFz90iWporXTcaDE+VOtcdJeQhVBxAPhdFMxzZSQ6S49G1hCBjR9Fmki1e+djOMjq+RgshaWne504BVr1BcsMSRz96I7Uq9tjVKE3FUGEvBiABN30NDLgbyLmZ3s/+m1p7pO1A4OJ/AplyapjXRa2IhV9uOWoFILcqVnQWSaLFg95CRTONDetUYYiIkguRjt4CXPAIRVTYMijiGVB1AXcVrSMKfqOWmKeBeFM8og3RwVajscZYmHVm6LV6nB17NrKSs5AZnQmNpEGsMRbV3mqY9eZ6I1/MOjNMOhPKXeWodFcGIy8iiurDweYFsBcD2xerXQwNVvreywtIxilrpD+/pc96nahO6Ud/O0pJh/N7gFY54edwV9GxHGVyN7I41ShhSwUQCI+AbeY0Wn8krVaLhx9+uE7L5qhRozBq1Kjg6+effx7PP//86RtM20EwrHxd9Y4EvOGpBpGKs4xCmrUGaimjLFoC8gM04CZlPiqJjBhavRxSDVk4yZNfo6Ub/funKNcdoJCi/avVkCKdERj+PPD9ExRx4XWQoUICWQj9HnpQp/eiSIkOQ+k9gwWIC2l5prcELaAASNnTWyhyo2wvvVYsgkez/tW0nDItgoiSC6cDUyyQ3pvqVBz3Z2JIQVe6WFhTaJ7Etpa9lRJZ5pWIiphWNG93/0ALgs1zofccpm1jZtA8V0IKa+KqlBfnEs1Tj53m9YH1JBOj02jb7p8o6mHzXGpBrNHLY7SSUcMUTWO0F1N3DGMUULiJDAWK99DrJDlStJX6gWf2o0WBzwkc2kjv5a8BDNFA634hY6wA9m4kuTf0KRrHL9OBoi3A5a/ReYL7llHEyJ/f0ev0rLqv21FGsswUS7/Ts+naTTEkh/wBGgfTJESUXFAMFV4HPav83voLxTYDdBodUqJSGu6AHgfNfb+PlGtJQwaFmAz6zsxxlAqW/xs5G6ISSe7UkQYKIdQaN1EJpPR7HGSAKM2jqBZFXvmcakvQgrVA55HyBZrUdqQaG+lHoSly0alq142uYyiCIjEkdUCjo2jRUKISAX0h6U46E4JpH6ELKkMUfdaWdqrfKFMPESUXIh2NhnR1TxU910KNZ3FtyZinGP9PU+vleFM8zFrV8BBrig22MJUkCXEm1RkQb45HQXUBks1Hd0gmW5JxsPog2traRmZL0urDFJWu0VF67W9vURS6YmwQAUqzN8eRPDm0gyLko9OAqkLYU/vCWryenMj7V9PzJz279nni2lJ0hs9FuqGCIYoiUmu2JG3GNIPV+Wmg3UBIK/8NHNxI+Yh+b/MI6/W7yUuoN9NNqHguAz4KZbS1Ar66H7jgUYqQMFhpf4AMFd5q4KsHgGH/IKNH3i+0IJE0QPshNLHaDVJ7iHtdtBjas4yOYUmQc8LjgKoCAHLIeEYv2fjhICNJKDojLdICPjq+u5q+c52RFA7Fc3wK7c8YJmLRaI67yFwQg5UUdjl/E8ldaX5odTTf9i6n95UOHjGZFBIIAIvvBXwuaFJDUjvi2tEDU4hwxbp8H/DFJKDtAJIZOr0cJeGgRYAX6uJ97y/0YCzbRwZGpTVWdTEt9A1RcgEnOf/SGE0P0KKt1PIToBQSgD4P0KKmIh+ABBT/RddoiKK6OKGGCiWsfPePFOVVukf9Dvb8TAug2DZ0bZUH6f2/vgGi04GkOoo5CUGKmaSTC0/ZSIlTFDlJC2ilFhM2yZwiSms3JWqgmRsqNJIGMcYGVGI9DpIB7krVWeEslQ0VTnrum6LJ+KA30+vCjQDkKAQIMgRUH6Z0rYBfTX1zltJ2xfjgKAF+fQWSPwaAHJ3R+jzgwO/0OY2W/jeuCjr+xs+A32ZR2qpCXFv1b0lSa1LUiwC0RtlAAZILSm2cUPRR5EBimEjBYCHjvc5Iz/Fzrian4rr3qWaVowSISiIXpqJvNCBR+ihEhXQaizfFI1pft3EhyZyE3im9gy2R6yM1KhWJ5kRYGrPFr7LWOp5IKWe5XEdLT/IMIJ3Flk51tLL+RnJPeYYUrCWdY/g04I9P4IzvRjrdgXX0uZ5Xq47aqsOUri/pSLfTGmgNVTOVLLGTKq9aAGemJpbeCwGtEdj7K71WqsgruCpIIY80gvU05OJRShtAR6mco/0uCZvy/bJnUKuGqrqrqJOH/QhNgCNytVVPNXk5tHoSYFoDKR6xbQAI1WsLUEijJZEmhd9HCluo98DnAsx15F6aYsPz1ZXJbk2jCanRsKGCYRRMNvImVh2iuakzqBFfehPNbY+dtuktQMJZZBjodQMV0Br2D/iNMWqP7Ph2tIj4438UjQCQUr/zG1qw71kGrH2HDCRVhWo0h8FE8zL/Nyr01OEiSjcpz1fHGpVQ4yEpp58B9KD0uWgRsXcFUJZHCxDFUOGqoOvQaClFLaED5YnvW0kehy1fQucqpQVOh4toQbJmJuXWnnM1GSH++IQiKzpeQuGtlQfpswc2UKqZCJDi4HOpP4rMS+pCY6j5kA8N6WYYs+z189oBSHTPHPmrSYdUL4FA3bVhThd+L6WUQkN6CECLemcF/e1xkK6iM9E8c1eRLDLZyIh5YB3lYPs8soKvJWeHVm4DK4Ra38IUTfsX/wmtt5o+ozMBZw+j4x7aRMcSAQAShVOvmSmnqh1UxxxqqKiJCKih2wG/XJROU9swZYqpXTPLlkYGF4aJFAxWep7pTHaPajwAAFv9SURBVDSf+t1GEZjWZHIq6EyUSgWcFkNFTYxaY72FdHUaHRLNiWGGjbowaA2Na6QASCcqP456dn4fPSd8LnpOFG2h94v/pHphf35DDiJznJyqG6C6WsldKD14yBPUWjm2NUWyA0DX0fTbWU4y1OuSa4ZJsjOmU+2aOJb4E3eQRTBnZkSFzghHUjase34CsiaqKRQeOxWF81bT5I5r07TjrInXTl5Sg1VOmRC4u80taL/2KdpeLVfarygIyWGSczIhKIICoAkQmj9uS1f/VorpRSVRGLliqDDHkYHBEKV6EoRQlTifG9BZakdUADRpqovkySTUsEs59FM7+Xqkn1VPK8PTyLCbujb6ORnmuEg4mzx08e1qb4tOp1SJ5G7AuHdVJbrX9cHCkXf5YtG6tVxgTFHM175DRoC4thS1AFBtmagkYMs8WuybYgCPT1a4jfRw/u4JGk+XkUDhH3IUhIwkIZhSBlDR3QV3AkOeJMOnJUFuPWqkhQZABgsAsBeREWbVmxTZ1Xkk/WxfCHx5GwCgzTmyAfOswdSu69BmWuB0G0Pe0iPbaSHR6RLyvu5bAeTeSXKy0wiKHLNlUDSHkrYmQFEmJhuAnFoP+WG31hFmyZy5KM84d0itBHclgAjsAuMsozlYV1V4AFPb3oYOrTPC3/R5KBLiaN5CIeinZpSRzwXs+IoirKoOqhFUPifpVX63qjBrdKoCrzeTMVQEyBBZeZDGrjOHR31VHqQoseHPU5RVwToAQOJQM6JMBkCkkQwzxQDfPUlGyP53Ua2tde+Q4fbA73QsSUPnq89QoRQTtqaQQ8dZRt+LOR6QpHB9ISaDdMRQuC4FE2kYosgYESz6aiLdPyqJ5oqckvpA3CXI6DmY9qkZedmcuPcepHfo0PDHtReTPEvqXEsGhskFr4MMnF4nGSfcVSQnQmtvleaRbFk+nWqLHd5OnclkJK9D7brYZiDJI6+DjpPaA8i3k/MXABI7NN//1Qlwxrqx7Sl9ZW/fOjXqwF5M1i53leoVjCSUMMqKAuC94cC+FUhzO5FaJFfZrpbzzQr/oMJ3+1YA9hIgWQ5tlB/yKNkFHA6pzB2dQTnbSn65OZY8tzqTmp9rywAg0aJIq6d9jFFyCJOBlI+Es+oOl7am0MJHseAq+foaqkvhz+wEfbu620udTqLjTYiObznhUUwLwmSjeVtXbZboFFoMJHZQtxtjwjoSJOljkGpKoBeJZ5Nxo/1Q4PA2YNf3VJPGHA90Hwf0mUT77f6JFJvQaIK9y0m5Hz6NHo4xmWSoCO0OUrJbjUqrlmtjrH2bfitF5rQGUv6/vE2NqKgqIpmkGE0SOpBXYcIHQL8pwITZKLxkOvQTXiQjhSRRzYusa+iYHYaSXLr8NVpMKg/3gBcY/55afDeuLZDajfqMt+lPdTEUY6strVYIN8sFJgx9FAQkmjsBuQuF10nRC6G1DxoTIeouTOmuojmozM/qw2EtVZNhRGrpfnkRLjtonGVH9xZ6XcDB9eS4CD0/QJFLv78P5K8GDm0Flj5NrQ8hUVTqgrsoqiE0atXrpLBoSUP6jNFKbfg8VbUjmaoKSf5snadGTQCICuyDXpJbpuvNQI8rSf5pdBRefXgrfW7APWoL9dRzSL4o+d6K8QVQvcltB9F+kk41wsoGiDC5YIxuUR5LpoWiM9GzUVnM6kwURak4C98fAcy/HamBAFK9HloXHFgXXrS7OZGYCH1aA9eIUYooCx/JqBqEyQVHGUVNeOzAvlX0XvsL6Xdsa3IKl+wCdiyWoyo207aQGhSagFuOaAfQYxz99jgovVdvohR/RWc5A4wUwJkaUQHAbWtHD7jSPFqcA2S9j0qkh6WzLPIsiz433ah5P9Proq1YHVWCP6MsuMQe0v7LKfcMz/+NIipSe1DYUFUhva/kcWfkkFCypcvFdCTA4wSS5ElisKhFWs65in4rioQ1Te06ojNRDld9Lbl0BvLw7Pmlzkq0gTUbUFlwGLYRI070Gzkl/lpXBAA4O6cBC4sxzOlGq1e9vDoTLZxsqWELieVVm7Hz0CFckpxDcmPMmzT3et8oF4arkQea3JU8j30nhW/bt4qiKZRFf2wmPbR/+Ad5MZO7AcueIw+mq4KOA1DairtKbV8MUD2J4j/pb1MsRVkVy+GNCR3UzkO2dMrLBOD5bhMqk5Nga1WHHI5tDVz9P/W1siDpext9PwG5DoXefEKLCpYLTBgaDapaDYYtbxkZvbqOko0UFRSpk9Ce9IjkLo2nLzjLyHiQcHZ45KernOanz03RAAd+J+9pdBrg92JVyXLscQpcIkm0WGmVI0eI1FDAXRVyiHEsHcPvBgKlVCi7NI8MAsmdVUXbVQHo5YjO3UtJOT+wjqIsNs0BIAH9JiMY3Rn6PWkNFFWhkL+GjBi7flSjxfLXAtsXkUGh3flw/vwbnLDDdqnc1afHeJrntgzgm4cpQkzSkiyxpVEXtPi2QNZ1pOT73DRmASAqnhYC0WlqjQlrIo3VXRmsBcRygWl2GKIo1UNBb5Lv9ZCaLcU7sdryHaLiA7gk/hyam0d20LqhufHrr6jMy2vYtYTHTmJLkgBXVa0ilUG50CsJ+ONDan8c347kc2wb0ol2LQXOHk6t2ZX1W/+7gHbnU72e9F4kAxW5mH0t6VxpPeVmA5J63oT2DXdtzYQz1lABSVJD/NxV9FD2VKs5hiIgd9Nooq/IWUa54Mld5I4eAYoAMVqBQlk5MFjxddVG6KOtuMSURp7NUA5tolxLUywtBKoK1bxxAOh/BzDvVoqE0BrkCtqqBwF6CxkZrvmMBJu9WDVU2NIRbOch57nhaHljOiMVwqurCNk336LMYml0Q8WWn6m4HyseTLNF6adtSQSkv4IddJZUrIXJbcAl1vY090tl2VBXpX2AQqQ3fKQuWFa9SRb8oq2UUgLQAsgsR2nsWUaLlW0LKSddycWsPKAe84dngIufVaM+8teQAaHL5QAkeqAf+J28nOPeqXNYvmVrUGYywXZh/zq3h5HYEbjkBeomApCcs8Sf8OKR5QJTk+IuN8JWvp0iLpWWvx6HGl1RtofutdAFwIni95JDwVpH+mRNXJXkSCndIy9EJIpacJbRAt3roONJGprTjlKgqhDflK6AyWHEJe0uJe9fyS61DbFCwE/50wE/LfKVeWQvpgiogI/kTEwGRZkAZJhU0kmP7KR9FcNpqz7Aps8oKmLYPygdzBJP5136NDDwfvo+d/9I0VDr3lPHIsmFKz3VVADQaAPOuQpl72wFANiulL2nOiPQ/Qq6Zo2OnDExmfR3dBotBgyyF9JVQceNSiK5WfwnAKFGZAFycV4NfZ+y4ZblAtPs0JvCC7xqDRSJpTgFJA2Q1BkL/QegKVqNSzKHkFypLCSjX836TZHO6VhLuKtA0eSGOiMqtvy0F4CEs8/2UxoHQPLw8Hag8wj6kSSg82WkY+X9QvKu43By5Jx9kRwh5wH8Xvj1NjIwKVEVXgfJKTmtN6Kc543EGZv6AYAqQSuGCqVKdBCJHppNRfVhyuUu2S0rQnmUg5n/GxVfAQBPFaSAnKKSIlf9V/ImNToKsRZyBe34s+j9sy4gA83F0+i963OpGEt0upy/7VMNDgYLTSSNXg6RlFRDg0ajThy9mephHKsSenwbICb96PswDHP86C3UrUNvpgWANySyKuCjkMK4tnJ+tqj3MGjVmxYf+b9Rlfw/lwC/vEzH7HQp7eNxkKcgrScw4mUq3gkBnDMBuPZLkisiQHmc5z9E1ay3L5I/W02tks++CMi5WV3QHdlOqSkKPlft4sbKuUPr6gD0Wllg+b2kSCScrT7Ivc7jW/QxzDEQGj0tbO3FchFFieaax04KphDHLrbmdVE0Qn3z0FVJxrzS4yjk7ThCymzAR0rxwfU0dwM+cq64q2hsWrnjlqMEqCqEpEROAlSQrfIgzU3hp3RXn4cW9V6n3GVsvxpmbI6lY1viSc/IX6Omm1YVUuceZbFfvJNSxCQNtRTueCnN0b2/AvMnA4vuoRS0wo0kIyryqY3fuvco9WLIExTJIAIUuZHZl/Sx1ucCKd3gV3SUqCS6PkVmaPWqrqNEgyo1uIzRIOeKRN7ilO6yHBJyZ5IQT6lJ7gQUm8kFMpmWg1ZHhs30XpQuNf49ILkrNH6XKpckiWRL6Z6mHWukcOB34LOJ5DiuK9VPabteult9BuxfQ/IzoxfJyi6Xk2zK6E3bL3w8PNpUKfAdlQifKU527gg51dAebkQ9AzmzDRXRKRR+rFSFVqInHCV0gzRVnpYQZKiwJpMiUHEA2PUDKfVLHlJTLtyVkAJyqzTlYZx2DlnrlFQNgBYOiXKxytTuwMQ51JIQoMkS8NOD2RwL6K1qDQmDlfKhlAmjVA6uid6stnBjGKbxMESRsUKSSOl22wFnBSSlHXBUotxOL1qVG6Eoixhba0qd+H02LRw6Xw7k3AKMfiPESyxIwR/yJHlJe15FtSTOuYoWL4lynRlbOnkRkrsC23JJli2YSudS2prGhER2JMiGCqXSvrO89ji9DjJWKMqUp5r2VToCuKvCo7wUlBo7DHMKBA0V1YfpOSnJ3T/8Pkp71JvVYpv14bFTpEJZPQYNr4MW9sriH6B7vKYeEvDTuXWyt/TQFjq2uxKYdwsp1o4SmhNaPQCJUkCVulvKMzys05ZEBpfSPXLLwgS6JknuMAbQb8VAYIkjB4ijhF5XHCCnSpvzSG8o2UXjiUoi2XPBw/Rb6bR2aDOwZhb9nbdMLbCb0Yv27TCM6skAJCu6jqG/2wwAAj54ozIo2qNVH8BeCjjK1UtRDJ+KjFGU/GCxS0Fj0RnoJyqJjKyK44VhWirGGFoDaDRA31tpbqR0o+eq10n1bEp2qenvSgch5bnrKA2redPsCQToJxRnebgOsmcZ6U55y0jG24vV78At6yEBv9yMQY5cLZKj3pM6k6xWjmfLAK6ZA7QbFH5On5vkVXJX+M0JFKWqjCW5i5p6e4ZyBhsqAvRwclfRBHVWkJK++yfg43GU41iXZy/gP8Zh/eFhlPXhLKMOIzXx+0gZ8rlIEfF7ydtgL1b3SelOXk13NS1ItHq120Zsa2D8++S1PPd2+jv+LCA9C+g7Gcg8V7UKKu23BOgYptjwUC9LPIWNA7RffXnehqjwNqYMwzQOOhMpHwDJgNjWgMECvz5Kbk2meE/j1ZSvUBzlQEwbiqTqPIJkTVQy0P92oNd1qpHC76FFSlQSgh5ZrYFqSSiegURZVihG0+5X0AP98xtJpo14Wa1hEZ1GURdx7dRUDREg2abVh8teIXs8bWmkKIkA1dJJ7gpALogXCFD+vKQjhcFVSQ/7+urmMMwJILQGWrw7iqlIpMchd97ykSKqNdDfRyvC7XPRYrjqQN3bXZV0v3qq6Z52VVBdJ7mAZHCf/N/ofpckmuPRyeRocJbSZw5uIH3GU60uvn0uQG+C3n6QlGsFk00ODRd0bRX7KYoKoLEotXDqQtKo9a7claTMJ3aiHOqS3XJ75RC9wJZB+0ka6tQR8Mrpt8XUOcQUA4yYLhfuhpojH5NJkRRj36Kcbmc5gq3T/Z7a3dkUp4yS5pbSjfaNbUPeTYHwop0JHY7espRhWgoajZqKqbdQfT4lAqksD5hzLbXR3Polvecsp2du8V+0Fjm0Obw9eXOnZLeavqZQVagWBQ/4KeoLAPJ+pe+gZDdwcCPJ4QPrVWOuz6lGtAZ8cpSrEo0lyZ0Yo1TDr6tKdrj41IguoxVCaySnudZAzwFb+hmZ7hHKmWmo0FvgMyaofbCd8kTcOp+KxAEUxuN1qoUp/V6asHt+Ju9BfbgqKLzzWFQfVh/yoTjLyCOik/PKJA0pP0oaijWFeiGbYgB3lWyoMKiGClMsKfoaLXk649sBELRQ6XwpAEm1krrKVU+Eoogp4ZIKWh093JWFSl1Y4s94ix/DNAlGKy3gAZrzKV2pSK5GG+4xNcUAHpe6SHFVUNqbBFL0rakU7RDTCjj//2rPdXc1GS108qKmLpQFgrLQOOtCirhI7gyMeIkK9wURFM494X3yUDtKychgtAGxbalbkccOSQToQR6VTIsgpf97jBySrdWTHFOq/xujaJEW8JEx5Ax/wDMNg9DoSekUAeDzG4DVb9I9JmlJQdXoQM/WOoyBCu4qMvZ77HU7PNyVtIgQAXpGH95BaV2OUjnFxEudcrx2uu9XvkE1MxSUbjpHdtI+n98AvHepWsXffgQar0OtSwHQc79sHzlIKgpqR006SoBV/wXm3x7e9QMIHjM43wGKgog/iyIzqgrDa3Yo+0WnAf3vJFlzwSOUWlq2lz4Xeu7MvmQoSe5K33VSp5DtSrcOQTLBGEXfWcBHThxTLMmj6iN0jWNn0X46I0VRhEZPGK3cwYM589BbSLYYbfBEpdPc6HU9zbct82jeVB2UIwgOUN0Kv4cW1821K0goXidQvpeube+v6rrOXkI6BUByt/hP0kuqDpIjRyleHvCRLPF7SS4pbZAVORfbRm7PLDtLfG7ZICrLLr+bdDJnGUWu14zoMkbL6XbHSKk/Azgzi2lqtHDHtgc0ijegqnZ+qUZHHgHhp1DCkl3koRPyAz0mQ/2so1S16nudNLGFqF2MMxCgia4z0kNcyQnVhVj33VXhVepNMWp4NiSqcq/RAX99D7gq8Eq1E1LX0eRVtSQACR3rvmZzrFzoLkQREMpLQUIpdByh6M00cU+Xd/KhB5HRsZ5xn0Yumdy90c/JMA2K3ly7g4dGg/s73I+OoXMqKhFo3Y9y2QMmwOclA4ekoXkfk0Eh51d9XPscPhfJnJhMkmc6s1wTosYDND0b6HYFRW+5q2kB0PPqYAcPAHJLwAAdT0BelHlowWeV01Ri5SJ4jhJo77gOGWd1IPmqM1BqW2JH2i5JgCmOFIj4tnR8o43OkdLtpEO5WS4wtdBo1a4yACmvyrzwK9GGQnUC1IWnWi5m5yU9IZiKANINPHY5olGiueiqoBorPjd58CAb7QxWqvFwZAc9l4c8Qccok40WZXlA6V4yIgCUGrLi30BKN7xyWI7M/HA01Z7pNgZYcCcZDtqeT+mwAHkNzXHA5zfJKSkSsPkLqkYfnUo6zKFNNH/Ts0i3iE6n8VlT6LvxucIjKmJCFPiYVqqsadUH2L9S9ewqRKcB182nhYOjjL4L2ftounU0Ms7uAUDWp6xpQPEOWZ5Z6HOOErkYuZFatksa+u5OsvYYywWmRWGw0FxJ7oxHUieg1dnnAIZoSsX8/kmKJEjuAmiraS6X5dHi2V1NsswQTU5ZnaF2VFNj4Ciluj+hde+Ody3h91GhcI0eMEfRusteTHqS16nWHSrcSPKv1/XU9rhsjxy5qSG9a88yXOKbDpz/FLBxMekmCR1IHsa1ket6tSd57nPLz5Ctci0hA8lBd1XdRc4N0YC+jvb0ZyBnpqECIAUjLYv+th+hCq3RqVTkZPWbpAA4S2m7s4KMEwYrRSY4y0mx0GjIwGE/QpEIkhze43VQ7QtHCSnMCq5ysrqZ42TlXEOeD51BzkX10D4+F/D+1ZS60XU0KUmOYjI2KGFDxmjAXYl4ADAnkoIxVs75lDR0PI1W7gKglY0MSm6qVvboyG3ClNSP+tCbaRKHFn9pSGw26OKOEmJ6mjBb6zHMMEwzx6a3Ic4UMqckiRZBce2AI3/SwzSxA8kH4Ohz211NXkrFkGmMpmgwrWwskHSk/JtjqZOQs5xkmMFSIw8e5D3wOsm7KQKyZ0ZQJIhSnVyjBWJbAbGt4K0wQNexS/gxQquYW5PJe6qM35os58VbcbKwXGBqIpQuEQrRqdS6N7kTRVm2G0zP4NBitgDNBUUR9dhVB0RNQ4XfTVEIR3aQLlFVpM43k02uzxKgeabsB1DB2kObgWUvqB13RAA48Jt67APraFwFaxGjNUJz2SvUYWPLPNULWHEgxEixi8K/EzqQ93DU68Bf3wE7vqYCmDoTOVD8Hvoeekyga+szifSiUIODKQaoOgyYbaqnMXRRE/ABbQfKhop28nfhlY2ZIYZGRafxOgFrCiTrXuhsVlqsaI1kBJEk0lUcJaR/QU6NUT5rMNF2cXLKP8sFpkWhNVBagTUVMbooxMlteNGmPxn89/1KhgpXCdWu8zrV1FBXJS32S3fR2kExXgLy+3kk6xTjJCDXwXCoXQJPFUcpzfNQQ8XxriXK95EuohTKNcqpc+5qoDKfnDJeJ8lJAOh4CfDHp3S+UF1p2wKYNVXA76+Q83ng/bLsARlkAwHSu/xeumatXOfHWU5y/mitRmMzuW6OzJmZ+qGQ0oUmTWkeWdzTe1FepK0V3UhKu86qwvCUCgg5bMdBCrvfq1akd1fSw7fyIP2Ehnh6HOpnLXFkN1BCMCsPkOfDVUEhnz4X8OurpOQIQV6FUEVJLraSa41CrmSXLXVySJESDu0sl6M6DHIot6AfQ5Qarqq3qEWz6kNvocXB6TJU/Pgjyr+cf3qOfRS2ryzE9pWFjX5ehjndLDuyDLm7cmtviG1DhZyS5O4YyoNQqyelvqZHOOAnRd8cUrvGHEufy+yrttWyJJBB11kBQEMPZ0dZ7fMH/KQUGOUWXD43GTqsybX6kwM4tmywpVE3IQVLPKWwnQIsF5haSNrw7g/2YmDla8Cmz4GNnwK5U0IK0HnkdA0HtfOsKCDlffePFAmppEw4Q+ZH8V/AN48A3z0O/PUt6QH6KGDfStIFlGLXUUnA3hU0X89/iPZbOFU1Uih1Hfatot9KW3KZefFpyPWXAudNJUeNolSX76O5+NssqtUFkMEiOo3qxnS8hKJLM3oBneRCuTozMOgB8vz1nyq3SQWQ1AUY9H/UVSA9m9qfQ6MWtg1NL3WWkxE061qK6FDec1WQ/FDqUVgSyIvrdQNRSXD/thPlXy0l/U2rI6NOfFsytkTLYdkQcqqHnE6jlbsjnWRkKMsFpkVhiqV0Ko0G37n2IDdfXpRLWopyyv+NZMK8W6nDzx8fU/TVn9+Q7HJXyamgEqWFKDhKgCPbwuQOAFoP7fm57tp8J4NSkye05o6iL7irgf2/1VMH0EupZiYbyV1XOUWcOcuArbnA4vuAom20bd9KigqzJpN8O7Ae+Ok5kumlecDBDdjuH4XtRXLDgo4XqzV+bOmUkmaMpigMJWrCZJONvMfo5KE3cdqHzJkbUQHQAjyhA7D7BzI0ZPSi9y0JpGhEp9Gk8zrp5gpatyS6qYt30UPQ7yEDhdGqtgRzyXnS7kq1IJW7Uq7ULXtV9GZSWGIyKVTT66BzHN6qjnHde6TceKqpAJWCbDRYYI0CnPsxRnn4SqBxlJWSRVP41RteZ6IxWRIodNWWTqFP/qMUAFO+p6jE02fd+/EnVFgsiL1i7Ok5fj3sWEWCtMt5Z3brH6blsax4GSwOC8Z0GBO+QasDtPVEG1hTaMGiM5Kc8DhokRTXNjyFzRxHCyJTDMlIjxxx4a4ECn4HEKBwx8BftNAwx9LnvE5SjhJkj6urEvDsP3qxqCaQDSwXmJoEtHIUQb/JpLwekqu6H1yv7lRVBBgdNHdcFRRBIElyOuhhYMVrtF/2ddSuzlFK3bdc5UDecnpWA5RyigBFL/z8InXgOf//5IH4gH0rgPTeVFNm46ekIGf0onbCcW1pQWA/TIbHBDltVWaRRQ/tweUYkz4IOHsYOWgAShvZ/AXwxyf02mij+dx2IF1DSjdg9H9JX9LViEiwlyCsZkRMBnX/6JJABh1rCqXPJp5NC4T2F4Z8WKLj9Z1E8qD6MBlALAkUbeqqoPPHtaHoDwmAKQb+VZtRoZcQe9nw2v8sJRVOksihI8lt1bWG8JoZJwjLBaZFodEAGopOXFq9BWaXwJi0AfQ8T+lG66I//kfrgzUzSR4AFKHVdTTJIp+H1kaVB9T0S2cZveeqpPWQz00OhPJ9ZCR0FAM4u84hBT9vL5Ejr2RHsRKdrizcAwG5q5GBthmtZAz+4UdUREUhdkAnwFNJ8iM6Jdw4WZ5PhssN/wPWfyCn43lITjnk1LjS3RRNUvwnyVZnBekp+1aEtCEVgNGGHb7rgUA5uoxIIudvejbQ+jyKLIuRI+1DZaYliRw/Sttn5pic2YYKrYEe8kVb6HV6Nv22JFCIpbuKFHSPq0YYokQPduEnxdtjpwesJVHOPdLT5NQZySugGCqC1cEFFe5sdz4AJxkr/C6557lcWTetJ3kft4Z4ExWPjhDhN7mkIWOEpJXHFAcYy2mb36sWDTXHhhtdrClyOGWNcNWamKLDw60Zhml5WOJpURPwkbIQnU6yq6Zyb7Kp8ieurRrWaIhGcMFisFI6x76V6ufc1eSdDZVjGl14tAbDRCIaLSmuSiFMxVARGhWx63ug9w3qe+X5gCWWjHWHtqj7le5Ri8J6qikVS1GQzfFkqDBEkZdP0gC7l1IaqM4IfPs4Ke59byVHxFUf0eeEHD2Q0JE+7yghxVoptKunKMqA1oygJtNuMLB9Mek7+1YAGz4CUs+h+dz3ViDvF6phoRCaxhqGnEIa8JGeYIkPLyiuFAbXm4GzL6K8cne1nMYq6H2fmxY9tgySOdYU2rZvJelT5jgynmgoekJIWtKVDHUYXRUvr9ZEizGAjB9aA3soGaYOhEYHSHJqVUYOzVGtEdj5Ne3grqTndrvBwLYFZAxd8iCtkQY/TBEYHgfJpCM7qGtIpxFU68broAgsj112Apeoqel14aqkNVn5XprDfhfJt0ObKFpLoyPDwv7VwFmDyWgQ2xoo3QONzw4IM0WKmWJp3FWHKMUi4KfIj5JdJG/Xf0BOWGX9U3lALUhckU+R785SkokQZHTACjquEi1y0TPAj0aSV6ZokucJHSiiDAIw1xElajt5Y+mZypmd+iFJaqhkbBs1ZEdp0blvBSjP0UwTpbKQ8jo9VXQDK6HKerMc6llNFbKrDlLIj94ih3iWA0Xb1WiLkr+Alf+hMCMImjh6C03yZS+QFS+1B9CxhrdACNlC6QwW9hJKzQqtQU7h0NAiIrY1pZe4K+khDai53JZEqshvS6MwadsxPASmmPCwV4ZhWh7mWFqMOUppYZPclbyjR4ukMlpJzgBqoU2tgf42yGGPPhcpA4YoNQ8eoOJ47YdSRBnDRDqmGNIZ6jKsxbWjNnc6Ez0rzbHUsUPpBlK0Td1PWcRLGjJSuCpI8dXoSeGvPAjsX0Pzpt9kWjzkTqG0jPw1wLl3AO2HhJ9fkoAOw0iHUFqKW1PUdM2UrsD49+E32NR0VGM0MHYmRXcA9P4FDwNjZ5AXceC94R096kIIug6tiXQTY7RsPJCLiUs6tdaG0hLU7wOSOtNiQ6MDojPkgp2gOhUxGXLkl9xpxRhN15fUSa1jodHR+3VFSEgSbQutAWKICm9JyjCMiiSnZmX2o/VPYkegx3ja1mYAzcWsv1GEVcAHbMuVuxhZgXXv05yuKqRUi/mTyZixZxkZY12VFIWg1LSCpBoH3NUUiSZCOom5K2ldYpbT43VGkqnOMmDvcuo+tPtH4JeXgO2LSE5WHaKIDRFQ0+81WjlqvYSOW11Exg5zLLDnJ5Iho98Azr6Y1kuHNtPaC6C0D6U+RVoW6TXJnej1OROAGxcDNyyi9FclpR6g1DRzvFyLSCI9ijllzmxDBaBGUSi/Az41l/LnF4GNnwGf30ghlvNuAVa+TqkY0ak06Y7slCvEBiina89PNEF3LlELaVUfJmPEhg8pbOqAHC5a+AdNJqV/etleCiVNz6ac0LMuoMXCeXfT/rYMmthuO3kmAfiMstKkGCq0RhI0CWfRQ15jVB/mlgQK1dZoVOVBbz59tScYhmlexGaSYpLWU/VGngjG6PAwy5hMkm9eF5DavbbRQ6s7ufMwTGOjkYtS16ylYkmkhf3hHXJtBJASHLpf8U5aDLQdQI4Mr4MW0i65oFvZPsqBjm1NTpBd35Oi3n08MOBeWghsmkMOiu5X0DE91bQQCEMiIwBAx1WMgNZU2QETkIty+tSPxJ9Fn+sxvm7DhJC7mXidtbcFvKqTxWNXa3kZouRrDJEFGi0ZcoSfrs0cR4sGS6xqPFGiLxSiEilCFJD3lfUdSUP71lc01xQTLofYUMEwR0eS1PlkTQY6j6QuXv0mAxO/ALqOoXWH1gjs/on2O/8BSjPLX0mRYhs/VVs0l+4hmSFJQOEm4MdpwPsjyVjgdVL6xuFtlNJVmicbNPYCC+8meShpaN4qUVOWBKrRU31IjfTYMo/kTdFWQGuQI0M0tLb6/inAXgq4K0i+KOssjY5qZbTKIdl34WMUKVKRT3IxpRv9vfkLIKM3RUVEJQI9J1ItnnOuomMo0Vl+H/0ACEZR6KNIVrFu0yCc2akfAD2YldAlVwVNIE3I17Lza3p/7TtqhXxlEpXmAfOnADk3U6uvw9tpe95yOa+qFOg+Tv67mKyM2xaoxz6yQ37YRpO1T+mJ3v8utTDVmDfpd9uB9NtoIwUgrSdw5cfwb34LeshF8fQWtd6EJJHH0mRThY/BAoD7hTMMcxROoWNGML1MwZZOx9Po1Y4HDNNcMcepaU9KqmVMBjkUtswj5dySSPtIGtIbUntSeLI1FUiUvXIbP6NuGUoUZ/le2qZUyd+/mhYKGi2lX6T1pKKZ2X9T9ROPC9BIcmcvRSEW5OgwRgPxHeSIUYmiJr1O6vul0ZOXUaOlOWmyAZe9okaXhuIqB3yyd1L41foPQpBS7/eQcUKjp8WAUo/GHE/GGeV6FfRmkg96MxllfG7SaSQtpY3UNGSGRmCdCDUjQJWoDIZhjo3RRgaJ86aSs1UxPngdFNl0aBMZTdsNpuiLbQuBrmOphalGRzVqDvwOzLuZDB1r35W7ftgpKuKswXRMZzkZRcryyOBxYAM5axesBy57VU7b6EA/kqT+HNyg1vgrWAu0HQRsmguNzwnABfz4LI3X7wEGPUhGVGcpUFkA/PAsrbd636her9KpKKMX0GUUGT7clWSc8XtojDojjTt0fej3qHLF65CNtlY1+o5pENhQYYii8B2LXPgpqVN4729XBf0WAcrZTmiv5jFt/hyAAAo3AD3GkacEUPOXDm8DMF72RsihTkpOVFQyTczD2+h8c2+gh6ukIWVFiPAWXdZkUi5saYBGDq2OSsTfk8ahdTu5xY3eTHlVCkrF60jnySeQ2anTsfdrYC6b2rPRz8kwjcGjHR9Fp86NP6colzwkQkuS6u7mcbw0gWxgucDUiylGNQqk9iDPnS1Drd+w+yeqK9VjPCm/f3wCpG4lPSK2tVpIdv2HFB054G7SJ6oOAWcPD09l6Hy5+nd8O+C6+aoXz+OgSASNnnK+lUKckKhuzPj3AGgopfWS5+i3pMHfE8cgs99ouS6ERy2mGZMZroArRfCEANJ6kDFi30rSXQJ++qzWCAgfzXkhdxNTolGjEuVrrpHWZbDKKR9aulYh17dQ/j5ejiUXahoqTqGIpgLLBaalUktf0Ooo/cLjoPmqNVBkuDWF0kMPbQKSOtK2LpcDy6cDc6+nSISUbiQb836hY618g+TT+PfIQLt/FaV72ItJDihrHFcFpYgoLL5P/duSSKnw+1ZQVEPJLoo227cC2DSXZNW6d9EhWy5cGdeW6uH89jY5hPVmYPZIOTU+htLnOgxVI7lSugGDH6H3HKVAv9upfXtaT5LTpljaTymOLAIk71yVuOzWTmS0rfiTvhtJOnqBcOaEYUOFziSnGAUASFQwJf4sYOjTVAzr9/fo4euppmrVkoYmR9UhSgHR6Cn/VGugfUI5slPtClKRT++Nf4+UlE4jgEV3Awf/oHMLP1n5otPlriHlpAxYk8OPGVotVmeEWQiYlWKdOhOga4ZeS6MRGrO50U+rN3CPYqZlYtQaYdY1/pxq8ErWTSAbWC4w9aI30zPaFEOhw1oDRWNKOnJybPyU9vvzm2ALcej05Lxo1Zv2bzOAdIhDm+j9pX8nHaPTpapDI7EjkNyZFgqeatIDQgtBep3URUMEaAGR0YsK0Ela2VAoK8kGCxXYBACtHiZoYLYk0LGEoNxrr101vngdVEzT71XPZYqhaAclRcUYTYuLNueqY6o+QgYbJdQ5KpGcPzWVdYM1PO1E2R6TEd7K/VicqFxogEUDywWmpVKnvmBNpboNkkbuJnSADBAZfSgNLaY14PNSBFenERRBAVAdHms6/a1EUKVl0bqq7SDgr+/oWH4P8N0TQM+rgb63UX2LyoMkN8e8SWsgSyJwZDsV/f3jf3TM758kGdK6H8mN5dMpci22NSrisxGX/z1FpSd3oUiOQ5vkAseC1llDn6Qxe50UNSH8tE5rlUPyTNKSwSIqkZohxLVR5ZreQlEgphigmgwt+oQ0MvImZtB6EFBT65kGgQ0VWj0AIUc5JKpt+NoMACw7gN9BeUrZ19Kk2LuClIOVr9Nk6TuJrHbFf4b3Epa0cpGXg6R0lBfI7fxSgcEP0T6JnSjMqapI/ZzigfDLVXEVjwNA4wxVVrRGfFX5O+IOOHF1ao/wsNTmxJIlKN2wAfETJzbqaTcvKwAA9LigVaOel2FON98WfYuN0kZc3fnqph7KqdEEsoHlAlMvxhgyOFz+OlV5P+sCSm3yuoDzHwTm307PeMUxoTNR7Qq/m963JAID7yOjxrr3gE8nkvJ78T9p3+g04NKXgbRz6PNeu2xMcIanXUCQl0/SAG36k/Egpg3lYyv7QZDSrzNShIQ5Doud2xD/1zySC4rnr/oQ7e73UP0rRd/Qm0nHUepGWJPJmJDQXvayhugilgS1u5lCXcYBk63uDmInGnXFcoFhGow69QWlKLBGT9Fg0am0Pup4MZB3Ga2RUrpQynr/OwBXFbD0aWrN2f4C4MBYoMOFwJKH1cKcmX1Inuz4CijaTGucPz6hGg+b59I+ce0o9T1BjhSPawN0uIjSPUp2UavUsy6kdZWtFZDei9ZRPa9B8doARMK9iG+VQ59Voj+8TrqOm5eEpM45SM5WHiSDrqOEjMIGCzmJA34yYoRGZxljqLZGZj9KDzHFYvNyWr+xXDh9cKUPQ5QazhOa8mGwktEgOp0UgYT2NMHi2tD2fSuobkTHS+l1we/kHVGKVym9wg9tAda8Bez7Va07oZDWk252R7HcqhQhFfAFtfvzOmlCKSkomhDlQG/Gcudf+LZoNb3W6ppHqkdNVqxE1ZJvGv20u34/jF2/H2708zLM6WZV6Sp8u/fbph7GqdMEsoHlAlMvGjl02JpEUQc6E1V6N9rIyHDNJ8AVb1GqRe+bKCxaibS0tSIdQ9KQhxEAIIAx/6WIiICXjAEJZ5MRwO+lCIzkzpQnLgT9OEvlnGk5BVRJtbKl0YJCZ6IID0Atsi0CQFQiljt2hcuF6FRS+I0xsqcwWq7nIKeNWBJVg4M1hTyqJlvt1AqNRnXyHI26PnsysFxgmAajTn1Bq6fIg+TOagcNgGRP7xupfowhiiIlPE6SJVfMIiOsLQPodQOQ3A24fiE5ex1lACSqX7HnJ0plH/kqyRnFSAHQcVyV4algGi1FPHQfR60/B91PxmFjNHDBo1QQs+to+NdtRtXPa+gzAR/J2SM7yZFsSw9Pb4MgeZTSjYwj5ngakzWFOpl5HeRwNoSkslriKQ1PqyMjR1xrlguNABsqNFq6Qf3e2u2sAFI8zr5YfT8mkxSSlG5UJMYST3/vWUaGivQs4PyHqO+5JQHYvpDCQZ1l4RW1PXa11VZcWwpV0uhJaQj4SEjEZtJ+HrtctEUbrgzojKRQSBySyDAMwzCNgt5CedF6CxkYopJIcY5KovcmzAZ630C6gkJMJin7Bisp9wntgYH30/MfoBRUnYk6Zfi99NyPyaRj2jJIh3CWUUh2ctc6xmQifUSSqPK81iB3+DKTgh6VCFGz84XBonpO/R6K8oxOkzuEpapF5gA67vEYIxiGaRlo9SERWjJ6Mxk2NTqSV+Y4csJWHyaZBUEyzhJHUebOMqrzYIyiKPPMc+k4nS6lTmDnTqHXSn0bSwIZENyVZLBwlIWPp/NlqoM5pRv9PvtiQGeEJAIUCWEvpgiPxI5kpD2ygwwiripy/roqaex6Mxl8dQYyZKRn07rLkiDL2qTwzh22NLXgsVLYkznt8FMHoMKWrorwnrd6MykiHkd4tXrhB0b/V22TBVAY0qo36O/oNGpBZrQBSV0okkLBEEXH1BlpwiZ1IUte31vJSnnNJ6Rc2IvJ+2JJJCGg0dKkralkaPVyOx6eLAzDMAzTKOgt5PEzyfWrolPVrl2A+ky2ybna0alkSNCZ6DP2I8C4d2scVKjtwu1HyGFhjqNjJXUGPFWUmpF4dnjaRV2Y49VaEAYL6RyGKNIX6tw/FkjLJr1Gb6HXWv2xz8MwzJlHbCsqOqnIucSzaXFftIWMFFodrV+cZbRu8bkpRQMAbJm03up8KRkVMnKAsTOp7t/Sv1PEWvxZVPsPggwiXgcZXB0lZHjQGcmAa7KRjPQ4AJ8LAhLJrISOQEw6GSdWvk5R67Z0IOChtZck1Y5wN9nU1HlFbp9KBzSmwWBDBUCWP3/rcMuZVk/RCoqF0F1FIUHu6pBWYDLtzidDRXx7al+jtOeLbQ3sA6WP9LyaqmcrvXyFIKVgzJuqxTIqiSZichcyeOgMFBKqWARDC1wBgN5c20PCMAzDMMzpQ28hBdySSEp0UGG2q893SVIjKuLOotc6E4USF/9JyruSBhHwyx5KIyn6lQfofYOsKGt11ObU6zi+9E6TTdUX9OZjtwY2RKlRpHpT3XUkGIZhADk9IkF9rdVTKogkURoIQLLNaCU55K5SjZ62VEqNN1gpCgOg9qO2VsAFj1F6mTmOUj0CPnX9Yy8BTFbAYCMDSGhE+oHfAWggdGaSzfFt1HN1HkENDKwpJId1hvCCw3Wh0dbuWMQ0GWyoAOgBrRRuUTDaqJr3oU3kMdHoyApoy6AK1wG52KWznEI2r51HlkCnXEvC56GICYDSQbqOokiJuHbUgkfS0LHK8tQc0oCfjmWIVpURjRaAlhQipU5FcIzREBr2eDAMwzBMo6EzAgYzKetKlEJsGyr4FvCRh8+WJkcmGEi/0EeRM0QvK9OheKppX0CulO+iY4dWjzdYjm1wUAhtE6zRh+dZMwzDnAqhbUVDCe1SGGrwtCaFvG+hGjqucrk7UCJw5E8AgtZKWkPtaK4256kOYK2R9lXOb0mg40ja2k5kvQXoNpYi0uLbk/OY09eaHZIQJ9K8OvL5448/YDQ2YEFJr9xHWKOjyrRGK3lCIABIakst5eb3+8iqKAJy/QiNGh7l96kVZRGgUCaPnT4b8MnFYyQynNQUAkql75oTkWGaALfbjaysrKYexnHT4HKBYZhanDFyIeAnPSAsLVTuHhbwyR27ILc9B+kAGp3slBC0j98tHysQUktCS5/xuUlRry9V40Rg3YFpYs4YucAcH8q6yiAX7lUKDkOu+2CIOurHaxGUs3XIOK+T6ghBw6kcEcbxyoUWZ6hgGIZhGIZhGIZhGKb5wiZ2hmEYhmEYhmEYhmEiBjZUMAzDMAzDMAzDMAwTMbChgmEYhmEYhmEYhmGYiIENFQzDMAzDMAzDMAzDRAxsqGAYhmEYhmEYhmEYJmJgQwXDMAzDMAzDMAzDMBEDGyoYhmEYhmEYhmEYhokYzihDhd/vx4svvohzzz0X2dnZmDp1KkpLS5t6WEflkUceQbdu3ZCdnR38+d///he2T25uLoYNG4aePXtiwoQJ2LJlSxONNpyvvvoKEydORK9evdC1a9da24817s2bN2P8+PHo2bMnhg0bhgULFjTW0IMc7Rq+/PJLdO7cOex/c//994ftEwnXAAAvv/wyRo4ciV69emHgwIF44oknUF5eHrZPc/h/nC6am2xgucByoSFguXB0WC40HiwXIuMaAJYLx4LlQuPBciEyrgFoQrkgziDefPNNcfHFF4v9+/eLyspKcdddd4lbbrmlqYd1VB5++GHx2GOP1bt97dq1omfPnmL58uXC7XaLWbNmif79+4uqqqpGHGXd/PLLL2LRokXi888/F126dAnbdqxxV1ZWin79+om33npLuN1u8euvv4qsrCyxfv36iLmGefPmiWHDhtX72Ui5BiGEmD59uti6davweDyipKRE3HLLLWLKlCnB7c3l/3G6aG6ygeUCy4WGgOXC0WG50HiwXIiMaxCC5cKxYLnQeLBciIxrEKLp5MIZFVExd+5cTJo0CZmZmYiOjsaDDz6I5cuXo6CgoKmHdtJ8/vnnuOiiizBw4EAYDAZMmjQJBoMB33//fVMPDYMGDcJll12GzMzMWtuONe7vvvsOJpMJt956KwwGAwYMGIBhw4Zh7ty5EXMNxyJSrgEA7r//fnTt2hV6vR7x8fG49tpr8dtvvwW3N5f/x+mipckGlgtNdw3HIlKuAWC5cCxYLjQeLBci4xoAlgvHguVC48FyITKuAWg6uXDGGCqqqqpw8OBBdO/ePfhe69atYbVasXPnziYc2bH57rvv0LdvXwwfPhwvvvgi7HZ7cNuOHTvQrVu34GtJktClSxfs2LGjKYZ63Bxr3Dt27EDXrl0hSVJwn27dukXcdRUWFmLAgAEYPHgw7rvvPuTn5we3RfI1rFq1Cp06dQq+bin/j5OhucoGlgtEJN6HLBea/lpOFZYLkUNLuQ9ZLjT9tZwqLBcih5ZyH7JcOPq1nDGGiurqagCA1WoNe99mswW3RSLXXnstlixZgtWrV+ONN97A2rVr8eSTTwa32+12REdHh30m0q8JOPa469oeHR0dUdfVp08fLFq0CMuXL8cXX3wBo9GIm2++GQ6HA0DkXsO3336LuXPn4vHHHw++1xL+HydLc5QNLBdUIu0+ZLnQ9NfSELBciBxawn3IcqHpr6UhYLkQObSE+5DlwrGv5YwxVERFRQFArS+ksrKylsCJJLp3747ExERoNBqcffbZePTRR/Htt9/C4/EAoOuqqqoK+0ykXxNw7HHXtb2qqiqiriszMxPt2rWDRqNBUlIS/vnPf+Lw4cPYuHEjgMi8hiVLluDJJ5/EjBkzwiyfLeH/cbI0R9nAckEl0u5DlguR9f84WVguRA4t4T5kuRBZ/4+TheVC5NAS7kOWC8e+ljPGUGGz2ZCeno6tW7cG38vPz0d1dXVY6Eqko9HQv0wIAQDo3Lkztm3bFtwuhMCOHTvQuXPnJhnf8XKscXfu3Bnbt28P+8y2bdsi+rokSYIkSWH/m0i6hnnz5uHpp5/GjBkzcO6554Zta4n/j+OlJcgGlguRe10sF5onLBcih5Z4H7JcaJ6wXIgcWuJ9yHKhDhqsHGgzILRSb1VVlZg6daq4+eabm3pYR2Xx4sWioqJCCCFEXl6euOqqq8Rdd90V3L527VqRlZUlVq5cKdxut3jnnXciplqvz+cTLpdLLF++XHTp0kW4XC7hcrlEIBA45rgrKipEv379xNtvvy3cbrdYuXJlk1S6Pdo1/PTTT6KwsFAEAgFRVlYmnnzySXHBBReI6urqiLoGIYT44IMPRN++fcXGjRvr3N5c/h+ni+YmG1gusFxoCFguHB2WC40Hy4XIuAYhWC4cC5YLjQfLhci4BiGaTi6cUYYKn88nXnjhBdG3b1+RlZUl7rzzTlFSUtLUwzoq1157rejTp4/o2bOnuPDCC8Vzzz1XS3jMnz9fDBkyRPTo0UOMGzdObN68uYlGG868efNEx44da/3k5+cLIY497o0bN4px48aJHj16iCFDhojc3NyIuoYXXnhBDBgwQPTs2VMMGDBATJ06VezZsyfirkEIITp27Ci6du0qsrKywn5CaQ7/j9NFc5MNLBdYLjQELBeODsuFxoPlQmRcgxAsF44Fy4XGg+VCZFyDEE0nFyQh5PgShmEYhmEYhmEYhmGYJuaMqVHBMAzDMAzDMAzDMEzkw4YKhmEYhmEYhmEYhmEiBjZUMAzDMAzDMAzDMAwTMbChgmEYhmEYhmEYhmGYiIENFQzDMAzDMAzDMAzDRAxsqGAYhmEYhmEYhmEYJmJgQwVzWnnqqafwzDPPNPUwGIaJIFguMAxTE5YLDMPUhOXCmY0khBBNPQhGZcuWLXjrrbewbt06uFwuxMXFoVu3bpg4cSL69+/f1MM7KkOGDME999yD0aNHN+o5jxw5Ap1OB51Oh/bt2+O+++5Dv379Gm0MDHO6Yblw4udkucC0dFgunPg5WS4wLR2WCyd+TpYLkQtHVEQQK1aswDXXXIPMzEzMmzcP69evx8KFC3HZZZdh6dKlTTYur9fbZOc+Hp599lls2LABy5cvR/fu3TFlyhRUVVXV2i/Sr4Nh6oLlwsnBcoFpybBcODlYLjAtGZYLJwfLhQhGMBHDsGHDxGOPPXbM/bxer5gxY4a4+OKLRe/evcVVV10lNm/eHNz+8MMPiwceeEA8/vjjonfv3mLgwIHi008/DTvG2rVrxdVXXy369Okjhg4dKt59910RCASEEEKsXr1adOnSRcyfP18MGTJEZGVlCSGEmD17thg+fLjIysoSgwcPFv/617+Ez+cTQggxefJk0alTJ9G9e3eRlZUlbrrppuBYlGt64YUXxB133BE2jlWrVomsrCxht9uFEELs3LlT3HzzzaJv377Bc3g8nnq/iwsvvFDk5uYGX+/cuVN07NhRbN68WcybN08MGzZMvP3222LQoEFixIgRQggh1qxZI8aPHy969eolhg8fXuu72b59u7j55ptFv379RJ8+fcSNN94Y3HbgwAExdepUMWDAADFgwADxxBNPiKqqKiGEEIFAQLzyyitiwIABIisrS1x44YXiww8/FEIIUV5eLqZOnSr69u0revXqJUaOHCnWrl1b/z+ZYWRYLrBcYJiasFxgucAwNWG5wHKhpcGGighhz549omPHjmLlypXH3Hf69Oli/PjxYv/+/cLn84m5c+eKvn37ivLyciEETeoePXqIpUuXCr/fL7799lvRtWtXUVBQIIQQ4s8//xRZWVni+++/Fz6fT+zatUtceOGFYv78+UIIEjAdO3YU999/v6isrBQOh0MIIcQ333wj9u/fLwKBgNi6davo379/2OSsOdmVsSgC5q+//hLdunUTJSUlwe0PPfSQePTRR4UQQhQXF4u+ffuKTz/9VLjdbnHo0CExduxY8frrr9f7XYSe0263i2eeeUb07t1bVFVViXnz5okuXbqIadOmCafTKRwOh9i/f7/o0aOH+OKLL4TX6xUbNmwQffr0EV9//bUQQoiioiKRk5MjZs6cKex2u3C73WLFihVCCCFcLpcYNmyYeO2114TT6RTl5eVi0qRJ4pFHHhFCCLF8+XIxaNAgcfDgQSGEEEeOHBFbtmwJ/s9uvfVWUV1dLQKBgNizZ4/Yv3//Mf/XzJkNywWWCwxTE5YLLBcYpiYsF1gutEQ49SNCKC0tBQAkJycH3/vhhx+Qk5OD3r17o0ePHgAAIQQ++ugjPPTQQ8jMzIRWq8WECROQnJyMZcuWBT977rnnYujQodBoNLj44osRHR2N7du3AwA+/fRTXHLJJRg2bBi0Wi3at2+Pa6+9Frm5uWFj+r//+z9ER0fDbDYDAIYPH47MzExIkoSuXbti9OjRWLVq1XFfY4cOHdClSxcsXLgQAFBdXY3vvvsO48aNAwDk5uaiU6dOuPrqq2EwGJCSkoLJkydjwYIFRz3u008/jZycHAwbNgy7du3CW2+9BavVCgDQ6XR44IEHYDKZYDab8dVXX6Fr164YN24cdDodsrKycNVVV+GLL74AACxYsACtW7fG5MmTYbFYYDAYcN555wEAfvrpJwghcM8998BkMiEmJgb33HMPFi1aBL/fD71eD7fbjb/++gtutxuJiYno1q0bAECv16O8vBx5eXkQQqBdu3bIzMw87u+OOTNhucBygWFqwnKB5QLD1ITlAsuFloiuqQfAEHFxcQCAoqIitG/fHgAwdOhQrFu3DuvWrcPf/vY3AEBZWRkcDgemTJkCSZKCn/f5fCgqKgq+TkpKCju+xWKB3W4HABQUFGD16tX4/vvvg9sDgQDS0tKCrzUaTdhrAFi8eDHef/99FBQUwOfzwev1omfPnid0nVdccQU++eQT3HjjjViyZAmSk5PRu3fv4LjWr1+PnJyc4P5CCAQCgaMe8x//+Ee9hXeSkpJgMBiCrwsLC2tN7NatW+OHH34AABw4cABt27at81gFBQUoLCwMGx8ASJKE4uJi9OvXD/fffz9mzJiBe++9F9nZ2bj33nvRo0cP3HLLLfD5fHjkkUdw5MgRXHDBBXjwwQeRmJh41GtjzmxYLrBcYJiasFxgucAwNWG5wHKhJcKGighBsYx99dVXQctbXcTFxcFiseD999/HOeecc1LnSk9Px7hx4/D000/Xu48kSWECrLCwEA8++CBef/11nH/++TAYDHjxxRexZcuWsM8ci5EjR+L555/H1q1bMX/+/KAVVBnXeeedh1mzZp3UddWFRhMeNJSWloaff/457L38/PygMM3IyMC3335b57HS09PRtm1bfPXVV/We76qrrsJVV10Fp9OJ119/HVOnTsWyZctgsVhw33334b777sORI0fw4IMP4qWXXsJLL710ilfItGRYLrBcYJiasFxgucAwNWG5wHKhJcKpHxGCJEl46qmnsGDBArz88ssoLCyEEAJOpxObNm0K2+/666/HSy+9hL179wIA7HY7li9fHmYJPRoTJ07E119/jR9//BFerxc+nw+7du3Cb7/9Vu9nHA4HAoEA4uPjodfr8ccff9QKpUpKSsK+ffuOem6bzYaLLroIr732GjZu3BhmwRwzZgy2bNmCL774Am63G4FAAPn5+fjll1+O67qOh5EjR2Lr1q3Izc2Fz+fDpk2bMGfOnKCgGzVqFPLy8jBr1iw4nU54vd5gWNqFF14In8+HmTNnorq6GkIIFBUVBS3KmzZtwrp16+DxeGAwGBAVFQWtVgsA+PHHH7F79274/X5YLBYYjcbgNoapD5YLLBcYpiYsF1guMExNWC6wXGiJsKEigjj//PPxySefYO/evRg7diyys7MxcuRIrF+/HrNnzw7uN3XqVAwdOhR33HEHevXqheHDh+Ozzz6DEOK4ztOxY0fMnDkTH3zwAQYOHIjzzjsPjzzySDC/rS7at2+PqVOn4o477kBOTg5mzZqFkSNHhu1z++23Y+HChejTpw8mTZpU77GuuOIK/PLLLxg4cCBSUlKC7yclJeHDDz/E0qVLMWTIEPTp0wd33nkn8vPzj+u6jofMzEzMmjULH3/8Mfr164cHH3wQd999N0aMGAEASElJwUcffYSVK1di8ODBGDBgAN5++20AgNlsxuzZs7Fr1y5ceuml6N27N2644YZgzp7dbse0adPQr18/9OvXDytWrMCrr74KANi/fz+mTJmC3r17Y8iQITAajXjggQca7LqYlgvLBZYLDFMTlgssFximJiwXWC60NCRxvHclwzAMwzAMwzAMwzDMaYYjKhiGYRiGYRiGYRiGiRjYUMEwDMMwDMMwDMMwTMTAhgqGYRiGYRiGYRiGYSIGNlQwDMMwDMMwDMMwDBMxsKGCYRiGYRiGYRiGYZiIgQ0VDMMwDMMwDMMwDMNEDGyoYBiGYRiGYRiGYRgmYmBDBcMwDMMwDMMwDMMwEQMbKhiGYRiGYRiGYRiGiRjYUMEwDMMwDMMwDMMwTMTAhgqGYRiGYRiGYRiGYSIGNlQwDMMwDMMwDMMwDBMxsKGCYRiGYRiGYRiGYZiIgQ0VDMMwDMMwDMMwDMNEDLqmHgDT/AgEAigoKIDdbm/qoTAMwzAMwzAMw5wyUVFRaNWqFTQa9uVHApIQQjT1IJjmxeHDh+F2u5GRkcETmWEYhmEYhmGYZk0gEMCBAwdgNBqRnJzc1MNhwKkfzElQXl6OlJQUNlIwDMMwDMMwDNPs0Wg0SElJQUVFRVMPhZHhlSZzwvj9fuj1+qYeBsMwDMMwDMMwTIOg1+vh8/maehiMDBsqmJNCkqSmHgLDMAzDMAzDMEyDwOubyIINFQzDMAzDMAzDMAzDRAxsqGCYk2TSpEl4++23g687deqEdevWAQDWrFmDrl27NtXQ6uXQoUPo1KkTCgoKmnoozDF45JFH8Pjjjzf1MCKWG2+8Ea+//npTD4NhGIZhGIY5DbChgmmR3H777XjooYfq3HbdddfhmWeeOeVzvPPOO7j11ltP+Th1Ud8itbEXr7xYPjGuu+46dOrUCV9//XXY+xs3bkSnTp0wZMiQUzr+ypUrcfPNNyMnJwe9e/fGyJEj8e9//xtVVVXB83fv3h3Z2dno3bs3Ro8ejSVLltQ6jtPpRE5ODoYNG4aajZ++/PJLdO7cGdnZ2WE/M2bMCP6dlZWFTp06ISsrK/jezJkza52nPoNdYxvyItVwGKmE3kfZ2dm46KKLMHv27GN+bvPmzbjjjjtw7rnnolevXhg+fDimTZuGw4cPn/KYmrss6tSpE3r27Bk2p5R5C9CcfPTRR9GnTx/k5OTgscceg8vlasIRRw58PzY8jz/+OEaOHImuXbvWeR3Hcz++8847GDRoELKysnDjjTciPz+/sYYf0fD92vAc63599NFHMXjwYPTq1QsDBw7Eo48+WqsgJt+vzRM2VDAtkquvvhrffvstKisrw97fu3cv1q5diyuvvLKJRsa0dNq3b4/PP/887L25c+eiffv2p3TcL7/8ElOmTMGAAQPwzTff4Pfff8fMmTNht9uxc+fO4H533HEHNmzYgDVr1mDs2LF44IEHsG/fvrBjffXVVwCAgwcPYuXKlbXOlZmZiQ0bNoT93H777cG/v/nmGwDA4sWLg+9NmTLllK6PiSyU+2jDhg14+eWX8dprr+HXX3+td/8VK1Zg4sSJaNeuHRYsWID169fjo48+QmxsLNauXduII49c3n333bA5FR0dHdw2bdo05OXlYcmSJfj222+xZ88ePP/880042siC78eGpVOnTnjkkUfqNZ4f635cuHAh3n33XcycOROrVq1Chw4dcPvtt8Pv9zfWJUQ0fL82LMe6X2+66SYsWbIE69evx9dffw2XyxXmkOT7tfnChgqmRTJo0CDEx8djwYIFYe/PmTMHWVlZ6Ny5M1555RUMHToU2dnZGDZsWJjFu6CgAJ06dUJubi5GjBiB7Oxs3HzzzWGW7euuuw5vvvnmcY1n1apVmDBhAvr06YNzzz0X9913H0pKSk7pGpUxfv755xg+fDhycnJw++23hx33yJEjmDJlCnr37o3hw4dj+fLlxz2ut99+G4sWLUJubm7QM6AI9aVLl+KKK65ATk4OLr30UixcuPCUrqUlcdFFF2Hbtm1Ba311dTW+++47XHHFFWH7OZ1OPPvssxg8eDD69euHO+64AwcPHqzzmHa7Hc899xxuu+023HLLLUhMTARABoXHHnsMOTk5tT6j0+lw5ZVXwufzYfv27WHb5syZg1GjRuH888/HnDlzGuKyT4nrrrsO06ZNw+TJk5GdnY2RI0fi559/Dm4XQuCtt97C+eefj759++K5554LiwRxOp246667MGDAAPTq1Qtjx47FihUrAABFRUW49dZb4ff7g/fx/PnzAZCh5u6778bAgQMxcOBAPPnkk6iurm7ci28GZGVloX379vjrr7/q3ecf//gHLrvsMjz44INISUkBACQnJ+POO+/EyJEjj+s827ZtwzXXXIPevXujb9++uPrqq1FRUXHSsujLL7/ERRddhFmzZmHgwIHo378/XnjhBXi9XgCAx+PBk08+if79+wc9mIoRrjFxuVxYuHAh7rnnHiQmJiIhIQH33HMPcnNz4Xa7G308kQ7fj6fO9ddfj0GDBsFqtdbadjz349y5c3HVVVehW7duMJvNuO+++5Cfn4/ff//9tIy3OcP366lztPsVADp27AiLxRJ8rdFokJeXF3zN92vzRdfUA2CaP/N+L8DcdY0TQnVlTibG9W51zP00Gg3Gjx+PuXPn4rrrrgNAQjU3NxcPPvggAPJ8f/LJJ0hOTsbq1asxefJktG/fHoMGDQoeZ8mSJfj4449hMBgwadIk/Oc//8Gzzz57wuPW6/V48skn0bVrV5SVleHee+/FtGnT8Morr5zwsWqSm5uLjz/+GGazGQ8//DAefPBBvPfeewCABx54AFarFcuWLYPL5cLdd9993OO69dZbsXv3bmi1WkybNi34mRUrVuDxxx/Hf//7X/Tq1QtbtmzBLbfcgrS0NPTp0+eUr+e4+ONTYMPHjXOu7GuBrGuOe3ej0YjLL78cX3zxBe677z589dVX6NOnD5KSksL2e/7557F9+3bMnTsX0dHRmDZtGqZMmYL58+dDq9WG7bthwwZUVVXh8ssvP+5xeDwefPrppwCAtm3bBt/fsWMHNm3ahL///e84ePAg7rvvPhw5cqTW+BqbL774Am+88Qb++9//4uuvv8Zdd92FJUuWoFWrVliwYAFmz56Nt99+Gx07dsS7776LdevWBQ00gUAAF110EV544QUYjUZ88MEHmDp1KpYuXYqUlBS8/fbbuOmmm7Bhw4bg+dxuN2644QZcdtlleOmll+B2u/HAAw9g2rRpjebJXrh7Ieb/Nb9RzjX27LEY1X7UCX9OCIH169djz549yMrKqnOfvLw87Nu3D3//+99PaYzPPPMMBg4ciI8//hiBQABbt26FXq8/JVl08OBBFBYWYunSpTh8+DBuvfVWxMXFYfLkyZg/fz42b96Mr7/+GnFxcSgsLITdbq93fHUZBENZuHAh0tPT691+7733wuv1onXr1rj11ltx8cUXA6Dvz+12o1u3bsF9u3btCpfLhby8PHTu3Pm4vr9TpTw3FxXzvmyUc8WMuwKxY8ac8Of4flQ51fuxPo7nftyxYwduvPHG4PaoqCi0adMGO3bsQN++fU/4nCfKjtWF2L6i8LSfBwC6DEhD53PTTuqzfL+qnK77VWHWrFmYMWMGHA4HTCYTXn755eC2pr5fmZOHIyqYFsv48eOxZ88ebNy4EQBZjn0+Hy699FIAwOjRo5GSkgJJktC/f39ccMEFWLVqVdgx7rzzTsTHx8NqteLyyy/Hli1bTmosOTk5OOecc6DT6ZCUlIRJkybVOtfJctdddyEpKQlWqxUPPfQQVqxYgaKiIhQVFWH16tV4+OGHER0djaSkJNx1112nPK4PP/wQ1113HXJycqDRaHDOOedg1KhRyM3NbZDraQlceeWVmDdvHnw+H+bMmVMr1SgQCCA3Nxf33nsvUlJSYLFY8Nhjj2HPnj3YtGlTreOVlpYCQNDTcjRmzpyJnJwc9OzZE6+99hqeffbZsIXOZ599hs6dO6Nbt2644IILYLPZ8OWX4YuTgoIC5OTkBH9Oxjh3ogwbNgwDBgyATqfDqFGj0L17dyxevBgAsGDBAlx11VXo3r07DAYDJk+eHIwqAUjpGD16NKxWK/R6PSZNmgS9Xo/NmzfXe76ffvoJQgjcc889MJlMiImJwT333INFixZxOCjU+ygrKwsTJ07E5ZdfjnPOOafOfU/k/jwaer0ehYWFKCwshF6vR1ZWVpiXrCbHI4skScJDDz0Ek8mE1q1bY9KkScH7Xa/Xw+FwYPfu3fD5fEhLS0OHDh3qPd+6deuO+nM0JXv27Nn44Ycf8Msvv+Cmm27CAw88gF9++QUAgsp9aCqI8jdH+BB8P9bmVO7Ho3E896Pdbq/l3bbZbHy/yvD9WpvTdb8q3HbbbdiwYQOWLl2Km266Ca1btw5u4/u1+cIRFcwpM653q+OKcmhsUlJSMHjwYMyZMwc9e/bEnDlzMHr0aJjNZgAkpD///HMcOnQIQgi4XK5aHuvk5OTg32az+ajW4qOxZcsWvPrqq9ixYwecTieEEHA4HPXur9PpguF1oXi9XhiNxrD3MjIyav1dVFQUDI0PFf6tWoX/n050XAAtYtesWROWKuP3+49pLW9Qsq45oSiHxqZjx47IyMjAm2++iZKSEgwaNCi46AZIMXG73cjMzAy+FxUVhfj4eBQWFiI7OzvsePHx8QDo/9qmTZujnnvKlCm44447UFFRgccffxyrV6/GhAkTAAAOhwOLFi3CPffcA4AUjdGjR2Pu3Lm47bbbgv3DW7Vqhe+///6UvwedTodAIAC/3x8WJeLz+aDThT9+Qu9j5fWhQ4cAULeaESNGBLdpNJqw+9rlcuHll1/GsmXLUFZWBo1GA7vdHlQA66KgoACFhYW17ltJklBcXHzKSuPxMKr9qJOKcmgMlPsIoO////7v//DYY4/hxRdfrLVv6P15KrVYnnvuObz55puYOHFi0GB111131bpXFI5HFiUkJARlPhB+X40aNQrFxcV47rnnsG/fPvTv3x8PPvjgMefYydC/f//g3yNGjMDKlSuxaNEinH/++YiKigIAVFVVwWazBf8GUG+o8+kgdsyYk4pyaAz4fmw8jud+jIqKqrXIq6ysbLT7tfO5Jx/l0Bjw/dp0ZGZmYsiQIbjtttuwbNkyaDSaJr9fmZOHDRVMi+aqq67Cvffei2uvvRZr1qwJVgv+/fff8a9//QuzZ89Gz549odVqcffdd9fqgNBQ3H///Rg+fDj+/e9/w2q14qeffjpq8cGMjIywHH2F/fv3Y/jw4WHvHThwIGg5PnDgAAAy0ijXcvDgweD2mm1JjzUuZeEaSnp6OsaOHYtJkyYdz6WfsVx55ZV4/PHHceedd9ZK5YiPj4fBYEBBQUHwf6MsrNPSaitf2dnZiI6OxuLFi3HnnXce1/ljYmLw7LPP4qKLLsLSpUsxbNgwfPXVV6iursZ///tfvPXWWwAoRaSyshIrVqzAwIEDT/Gqw2nVqhWEEMjPzw9LP9m3b1+YkQZQ793Q14MHDwZA93PodiFEWD2P999/H7/99htmz56NVq1aQZIk9OvXLzgHNJrawYPp6elo27ZtsLAoUz+pqam49NJLMX369DoV7Xbt2qFNmzZYvHgxzjvvvJM+T2ZmZjDtZufOnbjlllvQqlUrjB8//qRlUUlJCZxOZ1DZPnDgAFJTUwGQIe22227DbbfdhsrKSjzzzDN47LHH8L///a/OY9U0INbkq6++Om6voEajCd6f7dq1g9FoxNatW4MGjW3btsFkMqFdu3bHdbwzCb4fiYa8H0M5nvuxc+fO2Lp1K4YNGwaAnl/79u1rtDSl5gTfr8Tpul/rwufzoaioCA6HA1arle/XZgynfjAtmkGDBiEuLg5Tp05FVlYWOnbsCIDCF7VaLeLj4yFJEpYtWxYMwz0dVFdXIzo6GlFRUTh48CBmzZp11P1HjBiBbdu24fPPP4fb7Ybb7cZnn32GXbt24ZJLLgnb980330RxcTGqq6vxr3/9C/3790dKSgpSU1PRt29fvPzyy6iurkZxcXGt4p/HGldSUhLy8/MRCASC791www344IMPsG7dOvj9fng8HmzZsuWoYfZnIpdddhnee+89XH/99bW2aTQajBkzBv/+979RVFQEp9OJF198Ee3ataszPDQqKgqPPvooZs2ahdmzZwcjBQ4cOIAXX3wR69atq3MMsbGxuPHGG/Hqq68iEAhgzpw5uPzyy7F48WLk5uYiNzcXX3/9Nc4777zTUlQzJSUF5513Hl544QUcOXIEQghs374d7733HsaOHRu279KlS7Fq1Sr4/X4sXrwYmzdvDhYRU6I+tm7dCq/Xi1mzZqG4uDj42erqahgMBsTFxcHr9eKNN94Ia/2YmJgIv98f1o7swgsvhM/nw8yZM1FdXQ0hBIqKihokkqSlceTIEXzzzTdHVeqefvppLFq0CK+88gqKiooAkJL71ltv1WrXWx/z588PftZms0Gr1Qa9gScri4QQmD59OlwuF/Lz8/Huu+9ijBw1sGrVKmzZsgVerxcmkwkWi6WWUTGUmp1wav7Up2T/+eef2LRpEzweD7xeL5YuXYoFCxYE0xBNJhNGjRqF//znPygpKUFJSQn+85//YPTo0bUi6Bi+HxVO9n4EyEDtdrvh9/sRCATgdrvh8XgAHN/9eOWVV2LOnDnYtm0bXC4XXnvtNbRq1Qq9e/c+ru/2TILvV+J03a8lJSXIzc0NdvnLy8vDyy+/jN69ewcjJvh+bb5wRAXTotFoNJgwYQJee+21sPoMgwYNwqhRozBhwgRIkoShQ4cGLa2ng2eeeQYvvvgiZsyYgXbt2mH06NFYv359vfu3adMG7777Lv7zn//gX//6FwAEiwjWTN8YNWoU/va3v6G4uBh9+vQJKyA0ffp0PPnkkxg8eDASExMxadKksEXtscY1YcIErFq1KuidXrNmDQYOHIh//vOfeOmll5CXlweNRoMOHTrUKtR5pmM0Go/qHXn00Ucxffp0jB8/Hh6PB9nZ2ZgxY0a9D/px48YhNTUV77zzDl5//XUA5KkZPnz4URUgRRn58MMPsXnzZjz77LO1CmfecsstmDx5coP0a6/J9OnT8eqrr+LKK69ERUUFUlJScM0114QVtgKopsz777+PO+64A6mpqXjjjTeCURdjxoxBYWEhpkyZArfbjTFjxoSFp950003Ytm0bBg0ahOjoaNxwww1hqSTt2rXDxIkTMWHCBPh8PjzxxBMYM2YMZs+ejenTp+PSSy+F3W5HcnIyRowYgYsuuqjBv4fmxptvvom3334bAKW99enTBw8//HBw+6RJk5Cenh5sATdgwAB88sknmDFjBkaNGgWPx4OkpCRccMEFwY43M2fOxKJFi+qNYlm9ejWmT58Ou92O6OhoXH755cF0vJOVRenp6UhOTsbQoUPh9/tx+eWXBz2IJSUl+Oc//xnM6e7Ro0dYS7uGorS0FP/85z9x4MAB6PV6ZGZm4rnnnsPQoUOD+zz++ON45plnghFzF198MR577LEGH0tzhe/HhuWWW27Bb7/9Fnz95Zdfom/fvvjoo48AHPt+HDVqFIqKinDbbbehqqoKWVlZR31+nWnw/dqwHO1+lSQJX375JZ577jl4PB7ExcVh0KBBYdfB92vzRRKnK9adabFs374dXbp0aephnPEUFBRg6NCh+Pnnn4OheAzTHLnuuuvQv3//YE4vwzQEX375JWbMmMFRMkxEwPcj05w4k+9XXudEDpz6wTAMwzAMwzAMwzBMxMCGCoZhGIZhGIZhGIZhIgZO/WBOGA6JYhiGYRiGYRimpcHrnMiBIyoYhmEYhmEYhmEYhokY2FDBnBQciMMwDMMwDMMwTEuB1zeRBRsqmBNGq9XC6/U29TAYhmEYhmEYhmEaBK/XC51O19TDYGTYUMGcMLGxsSgqKkIgEGjqoTAMwzAMwzAMw5wSgUAARUVFiImJaeqhMDJcTJM5YQKBAAoKCmC325t6KAzDMAzDMAzDMKdMVFQUWrVqBY2GffmRABsqGIZhGIZhGIZhGIaJGNhcxDAMwzAMwzAMwzBMxMCGCoZhGIZhGIZhGIZhIgY2VDAMwzAMwzAMwzAMEzGwoYJhGIZhGIZhGIZhmIiBDRUMwzAMwzAMwzAMw0QM/w+43Vy35YkaYQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1296x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the similarity of gradients\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(6*3, 4))\n",
    "\n",
    "data = []\n",
    "exp2label = {\n",
    "    'vanilla': 'Vanilla Update',\n",
    "    'end_back_pmf': 'MolCRAFT Update',\n",
    "    'vanilla_back_50': 'B.C. steps = 50',\n",
    "    'vanilla_back_100': 'B.C. steps = 100',\n",
    "    'vanilla_back_130': 'B.C. steps = 130'\n",
    "}\n",
    "\n",
    "for exp in ['vanilla', 'end_back_pmf', 'vanilla_back_50', 'vanilla_back_100', 'vanilla_back_130']:\n",
    "    vina_pos_grad_sim_list = exp2sim[exp]['vina_pos_grad_sim_list']\n",
    "    vina_type_grad_sim_list = exp2sim[exp]['vina_type_grad_sim_list']\n",
    "    sa_pos_grad_sim_list = exp2sim[exp]['sa_pos_grad_sim_list']\n",
    "    sa_type_grad_sim_list = exp2sim[exp]['sa_type_grad_sim_list']\n",
    "\n",
    "    if 'vanilla_back' in exp:\n",
    "        K = int(exp.split('_')[-1]) + 1\n",
    "        # crop the list to [K:]\n",
    "        vina_pos_grad_sim_list = vina_pos_grad_sim_list[:, K:]\n",
    "        vina_type_grad_sim_list = vina_type_grad_sim_list[:, K:]\n",
    "        sa_pos_grad_sim_list = sa_pos_grad_sim_list[:, K:]\n",
    "        sa_type_grad_sim_list = sa_type_grad_sim_list[:, K:]\n",
    "    else:\n",
    "        K = 0\n",
    "    \n",
    "    sample_steps = np.arange(K, K + len(vina_pos_grad_sim_list.mean(axis=0)))\n",
    "    for k in range(len(sample_steps)):\n",
    "        for i in range(len(vina_pos_grad_sim_list)):\n",
    "            data.append({\n",
    "                'sample_steps': sample_steps[k],\n",
    "                'vina_pos_grad_sim_list': vina_pos_grad_sim_list[i][k],\n",
    "                'vina_type_grad_sim_list': vina_type_grad_sim_list[i][k],\n",
    "                'sa_pos_grad_sim_list': sa_pos_grad_sim_list[i][k],\n",
    "                'sa_type_grad_sim_list': sa_type_grad_sim_list[i][k],\n",
    "                'exp': exp2label[exp]\n",
    "            })\n",
    "\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "data = pd.DataFrame(data)\n",
    "\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "plt.subplot(1, 4, 1)\n",
    "sns.lineplot(x='sample_steps', y='vina_pos_grad_sim_list', hue='exp', data=data)\n",
    "plt.legend([], [], frameon=False)\n",
    "plt.ylim(0.05, 1.05)\n",
    "# add vline for the start of backward update\n",
    "plt.axvline(x=51, linestyle='--', color='tab:green', ymax=exp2sim['vanilla_back_50']['vina_pos_grad_sim_list'].mean(axis=0)[51] - 0.05)\n",
    "plt.axvline(x=101, linestyle='--', color='tab:red', ymax=exp2sim['vanilla_back_100']['vina_pos_grad_sim_list'].mean(axis=0)[101] - 0.05)\n",
    "plt.axvline(x=131, linestyle='--', color='tab:purple', ymax=exp2sim['vanilla_back_130']['vina_pos_grad_sim_list'].mean(axis=0)[131] - 0.05)\n",
    "plt.xlabel('Generative Process')\n",
    "plt.ylabel('Gradient  Similarity')\n",
    "plt.title('Affinity Coordinate')\n",
    "\n",
    "plt.subplot(1, 4, 2)\n",
    "sns.lineplot(x='sample_steps', y='vina_type_grad_sim_list', hue='exp', data=data)\n",
    "plt.legend([], [], frameon=False)\n",
    "plt.ylim(0.05, 1.05)\n",
    "plt.axvline(x=51, linestyle='--', color='tab:green', ymax=exp2sim['vanilla_back_50']['vina_type_grad_sim_list'].mean(axis=0)[51] - 0.05)\n",
    "plt.axvline(x=101, linestyle='--', color='tab:red', ymax=exp2sim['vanilla_back_100']['vina_type_grad_sim_list'].mean(axis=0)[101] - 0.05)\n",
    "plt.axvline(x=131, linestyle='--', color='tab:purple', ymax=exp2sim['vanilla_back_130']['vina_type_grad_sim_list'].mean(axis=0)[131] - 0.05)\n",
    "plt.xlabel('Generative Process')\n",
    "plt.ylabel('')\n",
    "plt.title('Affinity Type')\n",
    "\n",
    "plt.subplot(1, 4, 3)\n",
    "sns.lineplot(x='sample_steps', y='sa_pos_grad_sim_list', hue='exp', data=data)\n",
    "plt.legend([], [], frameon=False)\n",
    "plt.ylim(0.05, 1.05)\n",
    "plt.axvline(x=51, linestyle='--', color='tab:green', ymax=exp2sim['vanilla_back_50']['sa_pos_grad_sim_list'].mean(axis=0)[51] - 0.05)\n",
    "plt.axvline(x=101, linestyle='--', color='tab:red', ymax=exp2sim['vanilla_back_100']['sa_pos_grad_sim_list'].mean(axis=0)[101] - 0.05)\n",
    "plt.axvline(x=131, linestyle='--', color='tab:purple', ymax=exp2sim['vanilla_back_130']['sa_pos_grad_sim_list'].mean(axis=0)[131] - 0.05)\n",
    "plt.xlabel('Generative Process')\n",
    "plt.ylabel('')\n",
    "plt.title('SA Coordinate')\n",
    "\n",
    "plt.subplot(1, 4, 4)\n",
    "sns.lineplot(x='sample_steps', y='sa_type_grad_sim_list', hue='exp', data=data)\n",
    "plt.ylim(0.05, 1.05)\n",
    "plt.axvline(x=51, linestyle='--', color='tab:green', ymax=exp2sim['vanilla_back_50']['sa_type_grad_sim_list'].mean(axis=0)[51] - 0.05)\n",
    "plt.axvline(x=101, linestyle='--', color='tab:red', ymax=exp2sim['vanilla_back_100']['sa_type_grad_sim_list'].mean(axis=0)[101] - 0.05)\n",
    "plt.axvline(x=131, linestyle='--', color='tab:purple', ymax=exp2sim['vanilla_back_130']['sa_type_grad_sim_list'].mean(axis=0)[131] - 0.05)\n",
    "plt.xlabel('Generative Process')\n",
    "plt.ylabel('')\n",
    "plt.title('SA Type')\n",
    "\n",
    "# Create one legend\n",
    "plt.legend(loc='upper center', bbox_to_anchor=(-1.3, -0.2), ncol=5)\n",
    "\n",
    "# Adjust layout to prevent overlap\n",
    "plt.rcParams.update({'font.size': 13, 'legend.fontsize': 13, 'axes.labelsize': 13})\n",
    "plt.savefig('gradient_similarity.pdf', bbox_inches='tight', dpi=300)\n",
    "# plt.show()"
   ]
  }
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